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Effect of Antihypertensive Losartan on Ca2+ Mobilization in the Aorta of Middle-Aged Spontaneously Hypertensive Female Rats -
Atrioventricular Junction Ablation with High-Definition Recording of Atrioventricular Node Potential -
Bioresorbable Scaffolds for Coronary Revascularization: From Concept to Clinical Maturity -
Reliability of Immersive Virtual Reality for Pre-Procedural Planning for TAVI: A CT-Based Validation -
Addressing Complications in Cardiac Implantable Electronic Devices: A Guideline to Prevention of CIED Infection
Journal Description
Journal of Cardiovascular Development and Disease
Journal of Cardiovascular Development and Disease
(JCDD) is an international, peer-reviewed, open access journal on cardiovascular medicine, published monthly online by MDPI.
- Open Access— free for readers, with article processing charges (APC) paid by authors or their institutions.
- High Visibility: indexed within Scopus, SCIE (Web of Science), PubMed, PMC, Embase, CAPlus / SciFinder, and other databases.
- Journal Rank: JCR - Q2 (Cardiac and Cardiovascular Systems) / CiteScore - Q2 (General Pharmacology, Toxicology and Pharmaceutics )
- Rapid Publication: manuscripts are peer-reviewed and a first decision is provided to authors approximately 24.7 days after submission; acceptance to publication is undertaken in 3.6 days (median values for papers published in this journal in the second half of 2025).
- Recognition of Reviewers: reviewers who provide timely, thorough peer-review reports receive vouchers entitling them to a discount on the APC of their next publication in any MDPI journal, in appreciation of the work done.
Impact Factor:
2.3 (2024);
5-Year Impact Factor:
2.7 (2024)
Latest Articles
Clinical Evaluation of Neonatal Arrhythmias: Experience from a Specialized Pediatric Cardiac Center
J. Cardiovasc. Dev. Dis. 2026, 13(2), 65; https://doi.org/10.3390/jcdd13020065 (registering DOI) - 27 Jan 2026
Abstract
Neonatal arrhythmias, though relatively uncommon, can range from benign self-limiting conditions to life-threatening disorders requiring intensive management. Data on their clinical spectrum, management, and outcomes remain limited. This study aimed to evaluate the types, frequency, clinical characteristics, treatment strategies, and prognosis of neonatal
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Neonatal arrhythmias, though relatively uncommon, can range from benign self-limiting conditions to life-threatening disorders requiring intensive management. Data on their clinical spectrum, management, and outcomes remain limited. This study aimed to evaluate the types, frequency, clinical characteristics, treatment strategies, and prognosis of neonatal arrhythmias in a tertiary pediatric cardiac center. We retrospectively reviewed neonates diagnosed with arrhythmia within the first 28 days of life at Basaksehir Cam and Sakura City Hospital between 1 January 2021 and 1 May 2025. Demographic data, electrocardiographic and echocardiographic findings, treatment modalities, recurrence, morbidity, and mortality were analyzed. Patients were categorized as having benign or non-benign arrhythmias. A total of 65 neonates (57% male, mean weight 3.2 kg) were included. Non-benign arrhythmias were more frequent (77%) compared to benign arrhythmias (23%). Supraventricular tachycardia (35%) was the most common non-benign arrhythmia, followed by long QT syndrome (10.7%) and complete atrioventricular block (9.2%). Antiarrhythmic therapy was required in 55% of patients. Pacemaker implantation was performed in seven infants with conduction disorders. Recurrence occurred in 3% of cases, exclusively among patients with supraventricular tachycardia. During a median follow-up of 12.8 months, no mortality was observed. Prenatal diagnosis and early management contribute to favorable outcomes, as reflected in the absence of mortality in this cohort. Larger, prospective studies are warranted to define optimal management strategies and treatment durations for neonatal arrhythmias.
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(This article belongs to the Topic Cardiovascular Disease in Special Populations: From Basic Science to Clinical Practice)
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Open AccessArticle
Elevated IL-1 Beta Plasma Levels, Altered Platelet Activation and Cardiac Remodeling Lead to Moderately Decreased LV Function in Alzheimer Transgenic Mice After Myocardial Ischemia and Reperfusion
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Lili Donner, Simone Gorressen, Jens W. Fischer and Margitta Elvers
J. Cardiovasc. Dev. Dis. 2026, 13(2), 64; https://doi.org/10.3390/jcdd13020064 - 26 Jan 2026
Abstract
Background: Neurodegeneration and dementia are key factors in Alzheimer’s disease (AD). The deposition of amyloid-ß into senile plaques in the brain parenchyma and in cerebral vessels known as cerebral amyloid angiopathy (CAA) are the main clinical parameters of AD. Acute myocardial infarction (AMI)
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Background: Neurodegeneration and dementia are key factors in Alzheimer’s disease (AD). The deposition of amyloid-ß into senile plaques in the brain parenchyma and in cerebral vessels known as cerebral amyloid angiopathy (CAA) are the main clinical parameters of AD. Acute myocardial infarction (AMI) and AD share a comparable pathophysiology. However, the underlying mechanisms and the consequences of AMI in AD patients are unclear to date. Methods: AD transgenic APP23 mice were analyzed in experimental AMI using the closed-chest model. Results: APP23 mice displayed significantly decreased left ventricular function as detected by FS/MPI (fractional shortening/myocardial performance index) after 24 h and 3 weeks after ligation of the LAD compared to WT controls. No differences have been observed in infarct and scar size. The analysis of cardiac remodeling after 3 weeks showed an altered composition of the collagen tissue of the scar with elevated tight but reduced fine collagen in APP23 mice. Altered scar formation was accompanied by elevated degranulation of platelets following activation of the collagen receptor GPVI. Conclusions: These results suggest that AD patients are at higher risk for cardiac damage after AMI. This implies the need for a personalized therapy of AMI in AD patients.
Full article
(This article belongs to the Section Basic and Translational Cardiovascular Research)
Open AccessReview
Preventing Postpericardiotomy Syndrome: Current Evidence and Future Directions
by
Christos E. Ballas, Thomas Theologou, Evangelia Samara, Fotios Barkas, Theodora Bampali, Kyriakos Kintzoglanakis, Christos Diamantis, Petros Tzimas, Christos S. Katsouras and Christos Alexiou
J. Cardiovasc. Dev. Dis. 2026, 13(2), 63; https://doi.org/10.3390/jcdd13020063 - 24 Jan 2026
Abstract
Postpericardiotomy syndrome (PPS) is the most frequent inflammatory after-effect of cardiac surgery and is characterized by high morbidity, delayed hospitalization, and increased long-term mortality rates. Although PPS is common, empirical anti-inflammatory therapy has historically been employed for its prevention, and mechanism-based approaches have
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Postpericardiotomy syndrome (PPS) is the most frequent inflammatory after-effect of cardiac surgery and is characterized by high morbidity, delayed hospitalization, and increased long-term mortality rates. Although PPS is common, empirical anti-inflammatory therapy has historically been employed for its prevention, and mechanism-based approaches have not yet been standardized. In this literature review, which was conducted on the basis of randomized controlled trials, meta-analyses, cohort studies, and mechanistic research regarding pharmacologic interventions, surgical modalities, and biomarker-based preventive strategies, the deficiencies of a critical synthesis of existing preventive strategies and emerging risk stratification instruments for PPS are addressed. The review affirms that the most evidence-based pharmacologic intervention is colchicine, which demonstrates a consistent reduction in PPS incidence across a range of randomized trials. Nonsteroidal anti-inflammatory drugs show variable responses, whereas corticosteroids are no longer recommended for routine prophylaxis due to relapse. Specific anti–interleukin-1 therapies represent a promising novel approach for high-risk patients. Surgical interventions, such as pericardial closure using biomaterials and posterior pericardiotomy, are important and do not lead to increased hemodynamic complications, while postoperative effusions, atrial fibrillation, and tamponade are reduced. Less invasive methods may also be employed to mitigate inflammatory causes, particularly in valve-sparing procedures and congenital operations. Emerging biomarker data, including postoperative neutrophil-to-lymphocyte ratios, C-reactive protein levels, and pericardial fluid cytokines, enable the identification of high-risk patients and form the basis for a personalized prevention approach. In summary, pharmacologic prophylaxis, innovative surgical techniques, and biomarker-based risk stratification represent a pathway toward reducing the incidence and burden of PPS in modern cardiac surgery.
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(This article belongs to the Section Acquired Cardiovascular Disease)
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Open AccessArticle
Impact of Fitness on Cardiac Torsion and Wall Mechanics in Ischemic Heart Disease Study (FIT-TWIST)
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Priscilla Wessly, Maiteder Larrauri Reyes, Syed I. Zaidi, Selin Sendil, Tarec K. Elajami and Christos G. Mihos
J. Cardiovasc. Dev. Dis. 2026, 13(2), 62; https://doi.org/10.3390/jcdd13020062 - 24 Jan 2026
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Background: Cardiac rehabilitation (CR) and mechanics are individually associated with cardiovascular outcomes in ischemic heart disease (IHD); however, their interaction remains less defined. We hypothesized that a 36-session CR program improves cardiac strain and torsional mechanics in IHD patients. Methods: Ninety IHD patients
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Background: Cardiac rehabilitation (CR) and mechanics are individually associated with cardiovascular outcomes in ischemic heart disease (IHD); however, their interaction remains less defined. We hypothesized that a 36-session CR program improves cardiac strain and torsional mechanics in IHD patients. Methods: Ninety IHD patients on guideline-directed medical therapy with complete revascularization were prospectively enrolled, of which 27 electively completed a 36-session standardized exercise CR program. Speckle-tracking echocardiography was utilized to assess left ventricular (LV) global longitudinal strain (GLS) and peak twist, and right ventricular free wall strain (RVFWS) at baseline and after program completion. Participants were propensity-scoring matched 1:1 with 27 patients who declined participation (No-CR). Results: Clinical characteristics were similar between groups (mean age: 63 ± 10 years, 82% male, 31% three-vessel coronary artery disease). When compared with baseline, the CR group experienced a significant improvement in LV GLS (−14.9 ± 2.9 vs. −16.2 ± 3.1%, p = 0.003), with a numerical but non-significant increase in peak LV twist (14.4 ± 7.4 vs. 16.8 ± 5.3°, p = 0.162). The No-CR group showed significant deterioration in RVFWS (−22.9 ± 4.6% vs. −19.3 ± 5.4%, p = 0.009), with no other changes including in GLS (−14.8 ± 3.1 vs. −15 ± 3.3%, p = 0.831). Follow-up comparisons between CR versus No-CR revealed significantly greater peak LV twist (16.8 ± 5.3 vs. 12.1 ± 4.2°, p = 0.001) and a healthier RVFWS (−22.2 ± 4.5 vs. −19.3 ± 5.4, p = 0.044) in CR participants. Conclusions: CR in patients with IHD improved LV GLS and, compared with No-CR, conferred better LV twist and RVFWS.
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Open AccessReview
Real-World Cardiovascular Research Using the German IQVIA Disease Analyzer Database: Methods, Evidence, and Limitations (2000–2025)
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Karel Kostev, Marcel Konrad and Mark Luedde
J. Cardiovasc. Dev. Dis. 2026, 13(2), 61; https://doi.org/10.3390/jcdd13020061 - 24 Jan 2026
Abstract
Cardiovascular diseases (CVDs) remain the leading cause of morbidity and mortality worldwide. This increases the demand for real-world evidence to complement findings from randomized controlled trials. The German IQVIA Disease Analyzer (DA) database, which is populated with anonymized electronic medical records from general
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Cardiovascular diseases (CVDs) remain the leading cause of morbidity and mortality worldwide. This increases the demand for real-world evidence to complement findings from randomized controlled trials. The German IQVIA Disease Analyzer (DA) database, which is populated with anonymized electronic medical records from general practitioners and specialists, has become an increasingly valuable source for cardiovascular research. Over the past two decades, and especially between 2020 and 2025, numerous epidemiological studies have used this database to explore associations between cardiovascular risk factors, comorbidities, therapeutic patterns, and cardiovascular outcomes in large, broadly representative outpatient populations. This review synthesizes evidence from 13 selected DA-based studies examining atrial fibrillation, heart failure, cardiometabolic disease, lipid management, non-alcoholic fatty liver disease (NAFLD)–related cardiovascular risks, cerebrovascular complications, COVID-19-associated vascular events, and modifiable behavioral and anthropometric factors. These studies were selected based on predefined criteria including cardiovascular relevance, methodological rigor, large sample size, and representativeness of key disease domains across the 2000–2025 period. Eligible studies were identified through targeted searches of peer-reviewed literature using the German IQVIA Disease Analyzer database and were selected to reflect major cardiovascular disease domains, risk factors, and therapeutic areas. Across disease domains, the reviewed studies consistently demonstrate the DA database’s capacity to identify reproducible associations between cardiometabolic risk factors, comorbidities, and cardiovascular outcomes in routine outpatient care. While causal inference is not possible, the database enables the identification of clinically meaningful associations that inform hypothesis generation, help quantify disease burden, and highlight gaps in prevention or treatment. The database’s strengths include large sample sizes (often exceeding 100,000 patients), long follow-up periods, and high external validity, while limitations relate to coding accuracy, residual confounding, and the absence of detailed clinical measures. Collectively, the evidence underscores the importance of the DA database as a crucial platform for real-world cardiovascular research.
Full article
(This article belongs to the Section Basic and Translational Cardiovascular Research)
Open AccessReview
The Phoenix Heart—PICSO and the Rebirth of Embryonic Life in the Ischemic Myocardium
by
Werner Mohl, Leonie Fanny Steingruber, Dejan Milasinovic, Angela Simeone and Vilas Wagh
J. Cardiovasc. Dev. Dis. 2026, 13(2), 60; https://doi.org/10.3390/jcdd13020060 - 23 Jan 2026
Abstract
Pressure-controlled intermittent coronary sinus occlusion (PICSO) was initially developed to salvage ischemic myocardium. However, recent evidence suggests a more profound role: reawakening embryonic molecular pathways that facilitate myocardial regeneration. This review examines the paradigm shift in PICSO’s mechanism—from its traditional focus on infarct
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Pressure-controlled intermittent coronary sinus occlusion (PICSO) was initially developed to salvage ischemic myocardium. However, recent evidence suggests a more profound role: reawakening embryonic molecular pathways that facilitate myocardial regeneration. This review examines the paradigm shift in PICSO’s mechanism—from its traditional focus on infarct size reduction to its emerging role as a catalyst for myocardial repair through the reactivation of embryonic signaling. Findings suggested that myocardial decay could be ameliorated beyond salvage, revealing that PICSO enhances vascular activation in the coronary venous system, thereby influencing the fate of endothelial and myocardial cells. The theorem “embryonic recall” posits that PICSO induces molecular signals reminiscent of early cardiac development, offering a novel approach to cardiac repair in myocardial jeopardy. Noncoding RNA serves as a universal signaling event, thereby supporting the hypothesis. Yet, conflicting clinical outcomes highlight the need to redefine PICSO’s objectives, optimize device settings, and realize interventional strategies. The evolution of PICSO demands a radical shift in scientific perspective. Beyond ischemic salvage, its true potential may lie in harnessing regenerative mechanisms within the failing heart. Modern cardiology must adopt this dual role, bridging mechanical intervention with molecular rejuvenation to ensure its continued viability as a therapeutic option. PICSO, like the phoenix, may yet rise anew as a transformative force in cardiovascular medicine.
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(This article belongs to the Section Cardiac Development and Regeneration)
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Pulsed Field Ablation for the Treatment of Ventricular Arrhythmias Using a Focal, Contact-Force Sensing Catheter: A Single-Center Case Series and Review
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Cristian Martignani, Giulia Massaro, Alberto Spadotto, Maria Carelli, Lorenzo Bartoli, Alessandro Carecci, Andrea Angeletti, Matteo Ziacchi, Mauro Biffi and Matteo Bertini
J. Cardiovasc. Dev. Dis. 2026, 13(2), 59; https://doi.org/10.3390/jcdd13020059 - 23 Jan 2026
Abstract
Background: Catheter ablation is a validated treatment for ventricular arrhythmias (VA), but conventional radiofrequency (RF) energy may cause collateral injury due to non-selective thermal damage. Pulsed Field Ablation (PFA), a non-thermal modality based on irreversible electroporation, offers myocardial tissue selectivity and enhanced safety.
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Background: Catheter ablation is a validated treatment for ventricular arrhythmias (VA), but conventional radiofrequency (RF) energy may cause collateral injury due to non-selective thermal damage. Pulsed Field Ablation (PFA), a non-thermal modality based on irreversible electroporation, offers myocardial tissue selectivity and enhanced safety. While PFA is widely adopted for atrial arrhythmias’ ablation, its application in the ventricles remains an evolving frontier. Methods: We report a single-center experience using the Centauri PFA system integrated with a focal, contact-force sensing irrigated catheter (Tacticath™ SE, Abbott Laboratories, St. Paul, MN, USA) in four consecutive patients with drug-refractory VA. Two patients presented with frequent premature ventricular complexes (PVC) arising from the right and left ventricular outflow tract, respectively, while two had ischemic cardiomyopathy with recurrent scar-related ventricular tachycardia (VT). All procedures were guided by high-density mapping using the EnSite X system (Abbott Laboratories, St. Paul, MN, USA). Procedural safety, acute efficacy, and early follow-up outcomes were assessed. Results: All ablations achieved acute procedural success without complications. In both PVC cases, PFA led to immediate and complete suppression of ectopy, with a ≥95% reduction in arrhythmic burden at 12- and 9-months follow-up, respectively. In the VT cases, the arrhythmogenic substrate was effectively modified, rendering the clinical VT non-inducible. ICD interrogation during a 9-month follow-up showed complete absence of recurrent sustained VT. No coronary spasm, atrioventricular block, pericardial effusion, or other adverse events occurred. Conclusions: In this initial experience, focal PFA using a contact-force sensing catheter appeared feasible and effective for both focal and scar-related VA. This system provides an intuitive workflow similar to RF ablation. While our data suggest a favourable safety profile, larger studies are required to definitively confirm safety margins near critical structures.
Full article
(This article belongs to the Special Issue Hybrid Ablation of the Atrial Fibrillation)
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Open AccessArticle
Comparison of Health Literacy on Physical Activity and Nutrition Between Children and Adolescents with Congenital Heart Disease and Healthy Controls
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Isabel Uphoff, Charlotte Schöneburg, Renate Oberhoffer-Fritz, Peter Ewert and Jan Müller
J. Cardiovasc. Dev. Dis. 2026, 13(2), 58; https://doi.org/10.3390/jcdd13020058 - 23 Jan 2026
Abstract
Background: Health literacy can be defined as the ability to access, understand, evaluate, and apply health information in order to make informed health decisions in daily life. Despite its importance, little is known about health literacy in the domains of physical activity and
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Background: Health literacy can be defined as the ability to access, understand, evaluate, and apply health information in order to make informed health decisions in daily life. Despite its importance, little is known about health literacy in the domains of physical activity and nutrition among children with congenital heart disease. The aim of this study was to examine differences in health literacy related to physical activity and nutrition between children and adolescents with congenital heart disease and a healthy control group (Control). Methods: A total of 244 children and adolescents (age 8–18 years; mean age 13.4 ± 3.1 years, 53.3% girls) were enrolled, comprising 122 patients with congenital heart disease and 122 age- and sex-matched healthy controls. Patients were recruited during routine medical examinations at the German Heart Center, while controls were recruited from Munich schools. The Physical Activity Health Literacy Scale for Children (PAHL-C) and the Nutrition Health Literacy Scale for Children (NHL-C) were used to assess health literacy in the domains of physical activity and nutrition. Scores for both scales were calculated as additive sum scores and converted to a scale from 0 to 100, where higher scores indicate better health literacy. Physical activity levels were measured via self-reported frequency of days per week in which children engaged in at least one hour of physical activity. Results: Children with congenital heart disease showed lower PAHL-C scores (Patients: 65.9 ± 18.0 vs. Control: 72.9 ± 14.9, p = 0.001) and lower NHL-C scores (Patients: 63.6 ± 19.0 vs. Control: 69.3 ± 14.8, p = 0.009) than healthy controls. Boys reported significantly higher self-reported physical activity levels (p = 0.001) and had significantly higher PAHL-C scores than girls (p < 0.001). Patients with congenital heart disease reported significantly less physical activity compared to controls (Patients: 4.2 ± 1.7 days/week vs. Control: 5.2 ± 1.8 days/week, p < 0.001). Conclusions: Children with congenital heart disease demonstrate lower health literacy in the domains of physical activity and nutrition than their healthy counterparts and report being less active. This highlights the need for targeted interventions to address both physical activity and health literacy in children with congenital heart disease.
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(This article belongs to the Section Pediatric Cardiology and Congenital Heart Disease)
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Anthropometric Indicators and Early Cardiovascular Prevention in Children and Adolescents: The Role of Education and Lifestyle
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Elisa Lodi, Maria Luisa Poli, Emanuela Paoloni, Giovanni Lodi, Gustavo Savino, Francesca Tampieri and Maria Grazia Modena
J. Cardiovasc. Dev. Dis. 2026, 13(1), 57; https://doi.org/10.3390/jcdd13010057 - 22 Jan 2026
Abstract
Background: Childhood obesity represents the most common nutritional and metabolic disorder in industrialized countries and constitutes a major public health concern. In Italy, 20–25% of school-aged children are overweight and 10–14% are obese, with marked regional variability. Excess adiposity in childhood is frequently
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Background: Childhood obesity represents the most common nutritional and metabolic disorder in industrialized countries and constitutes a major public health concern. In Italy, 20–25% of school-aged children are overweight and 10–14% are obese, with marked regional variability. Excess adiposity in childhood is frequently associated with hypertension, dyslipidemia, insulin resistance, and non-alcoholic fatty liver disease (NAFLD), predisposing to future cardiovascular disease (CVD). Objective: To investigate anthropometric indicators of cardiometabolic risk in 810 children and adolescents aged 7–17 years who underwent assessment for competitive sports eligibility at the Sports Medicine Unit of Modena, evaluate baseline knowledge of cardiovascular health aligned with ESC, AAP (2023), and EASO guidelines. Methods: 810 children and adolescents aged 7–17 years undergoing competitive sports eligibility assessment at the Sports Medicine Unit of Modena underwent evaluation of BMI percentile, waist circumference (WC), waist-to-height ratio (WHtR), and blood pressure. Cardiovascular knowledge and lifestyle habits were assessed via a previously used questionnaire. Anthropometric parameters, blood pressure (BP), and lifestyle-related knowledge and behaviors were assessed using standardized procedures. Overweight and obesity were defined according to WHO BMI-for-age percentiles. Elevated BP was classified based on the 2017 American Academy of Pediatrics age-, sex-, and height-specific percentiles. Statistical analyses included descriptive statistics, group comparisons, chi-square tests with effect size estimation, correlation analyses, and multivariable logistic regression models. Results: Overall, 22% of participants were overweight and 14% obese. WHtR > 0.5 was observed in 28% of the sample and was more frequent among overweight/obese children (p < 0.001). Elevated BP was detected in 12% of participants with available measurements (n = 769) and was significantly associated with excess adiposity (χ2 = 7.21, p < 0.01; Cramér’s V = 0.27). In multivariable logistic regression analyses adjusted for age and sex, WHtR > 0.5 (OR 2.14, 95% CI 1.32–3.47, p = 0.002) and higher sedentary time (OR 1.41 per additional daily hour, 95% CI 1.10–1.82, p = 0.006) were independently associated with elevated BP, whereas BMI percentile lost significance when WHtR was included in the model. Lifestyle knowledge scores were significantly lower among overweight and obese participants compared with normal-weight peers (p < 0.01). Conclusions: WHtR is a sensitive early marker of cardiometabolic risk, often identifying at-risk children missed by BMI alone. Baseline cardiovascular knowledge was suboptimal. The observed gaps in cardiovascular knowledge underscore the importance of integrating anthropometric screening with structured educational interventions to promote healthy lifestyles and long-term cardiovascular prevention.
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(This article belongs to the Section Epidemiology, Lifestyle, and Cardiovascular Health)
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Association of Vascular Age and Subclinical Target Organ Damage in a Beijing Community-Based Population: A Cross-Sectional Study
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Xiangning Zhang, Lan Gao, Fangfang Fan, Jia Jia, Tianhui Dong, Yang Yu and Yan Zhang
J. Cardiovasc. Dev. Dis. 2026, 13(1), 56; https://doi.org/10.3390/jcdd13010056 - 21 Jan 2026
Abstract
Background: Vascular aging (VA) reflects arterial biological aging and is closely linked to cardiovascular risk. Carotid–femoral pulse wave velocity (cfPWV) is the gold standard for assessing arterial stiffness and VA. However, evidence is limited on cfPWV-derived vascular age and its association with subclinical
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Background: Vascular aging (VA) reflects arterial biological aging and is closely linked to cardiovascular risk. Carotid–femoral pulse wave velocity (cfPWV) is the gold standard for assessing arterial stiffness and VA. However, evidence is limited on cfPWV-derived vascular age and its association with subclinical target organ damage (TOD) in the general population. This study evaluated whether Δ-age (vascular age minus chronological age) could identify individuals at higher risk of early vascular injury in a Chinese community cohort. Methods: This cross-sectional study included participants from two Beijing communities. Δ-age was calculated as cfPWV-derived vascular age minus chronological age. Participants were categorized as supernormal vascular aging (SUPERNOVA, <10th percentile), normal VA, and early vascular aging (EVA, 90th percentile). TOD included mean and maximum carotid intima-media thickness (CIMT), and carotid plaque. Associations between Δ-age and TOD were analyzed using multivariable regression models adjusted for conventional cardiovascular risk factors and cfPWV. Results: A total of 6305 participants (mean age 62.5 ± 7.8 years; 34.2% male) were included. Higher Δ-age was associated with increased mean and maximum CIMT and higher carotid plaque prevalence, independent of cfPWV. EVA participants had a higher risk, whereas SUPERNOVA participants had a lower risk of TOD compared with normal VA. After cfPWV adjustment, EVA remained associated with increased mean CIMT and carotid plaque, while SUPERNOVA showed a nonsignificant trend toward a lower risk. Associations were consistent across subgroups. Conclusions: Δ-age, independent of cfPWV, was an independent risk factor for TOD. This simple, practical indicator may help identify individuals at risk of early vascular damage in community settings.
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(This article belongs to the Section Cardiovascular Clinical Research)
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The Role of the Triglyceride–Glucose Index and Other Prognostic Factors in Predicting Coronary Slow Flow
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Fethullah Kayan, Halil Kömek, Ferat Kepenek and Mehmet Serdar Yildirim
J. Cardiovasc. Dev. Dis. 2026, 13(1), 55; https://doi.org/10.3390/jcdd13010055 - 20 Jan 2026
Abstract
Background: Insulin resistance (IR) has been implicated in cardiovascular diseases, and a correlation between IR and the slow flow phenomenon (CSF)has been identified. The triglyceride–glucose index (TGI), a simple surrogate marker for IR, has recently emerged as a potential predictor of CSF, though
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Background: Insulin resistance (IR) has been implicated in cardiovascular diseases, and a correlation between IR and the slow flow phenomenon (CSF)has been identified. The triglyceride–glucose index (TGI), a simple surrogate marker for IR, has recently emerged as a potential predictor of CSF, though data are limited. The aim of this study was to evaluate the association of TGI and other prognostic parameters in patients with CSF. Methods: This retrospective study included 693 patients who underwent diagnostic coronary angiography between January 2022 and December 2024. A total of 132 patients were diagnosed with CSF based on the corrected TIMI frame count (cTFC > 27 in at least one epicardial coronary artery), while 561 patients had normal coronary flow (NCF). Patients with confounding cardiovascular or systemic conditions were excluded. Clinical, demographic, and laboratory data were gathered, and TGI was calculated as ln [fasting triglycerides (mg/dL) × fasting glucose (mg/dL)/2].Results: Statistically significant distinctions were found between the CSF and NCF groups regarding TGI, age, glucose, HbA1c, creatinine, sodium, CRP, platelet count, heart rate, PR interval, and cQT interval (p < 0.05). Age, hypertension, diabetes mellitus, HbA1c, glucose, sodium, and cQT were identified as potential clinical and laboratory factors associated with CSF in univariate logistic regression analysis; however, no independent predictor was found in multivariate analysis. ROC analysis showed that a TGI cut-off value of ≥8.93 predicted CSF with 67.6% sensitivity and 66.7% specificity. Conclusions: Our study demonstrated that TGI was significantly greater in patients with CSF compared to those with NCF. Although TGI showed limited sensitivity and specificity in discriminating CSF, its possible value as a prognostic indicator warrants further validation in prospective, large-scale studies.
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(This article belongs to the Topic Cardiovascular Disease in Special Populations: From Basic Science to Clinical Practice)
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Open AccessReview
Respiratory Support in Cardiogenic Pulmonary Edema: Clinical Insights from Cardiology and Intensive Care
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Nardi Tetaj, Giulia Capecchi, Dorotea Rubino, Giulia Valeria Stazi, Emiliano Cingolani, Antonio Lesci, Andrea Segreti, Francesco Grigioni and Maria Grazia Bocci
J. Cardiovasc. Dev. Dis. 2026, 13(1), 54; https://doi.org/10.3390/jcdd13010054 - 20 Jan 2026
Abstract
Cardiogenic pulmonary edema (CPE) is a life-threatening manifestation of acute heart failure characterized by rapid accumulation of fluid in the interstitial and alveolar spaces, leading to severe dyspnea, hypoxemia, and respiratory failure. The condition arises from elevated left-sided filling pressures that increase pulmonary
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Cardiogenic pulmonary edema (CPE) is a life-threatening manifestation of acute heart failure characterized by rapid accumulation of fluid in the interstitial and alveolar spaces, leading to severe dyspnea, hypoxemia, and respiratory failure. The condition arises from elevated left-sided filling pressures that increase pulmonary capillary hydrostatic pressure, disrupt alveolo-capillary barrier integrity, and impair gas exchange. Neurohormonal activation further perpetuates congestion and increases myocardial workload, creating a vicious cycle of hemodynamic overload and respiratory compromise. Respiratory support is a cornerstone of management in CPE, aimed at stabilizing oxygenation, reducing the work of breathing, and facilitating ventricular unloading while definitive therapies, such as diuretics, vasodilators, inotropes, or mechanical circulatory support (MCS), address the underlying cause. Among available modalities, non-invasive ventilation (NIV) with continuous positive airway pressure (CPAP) or bilevel positive airway pressure (BiPAP) has the strongest evidence base in moderate-to-severe CPE, consistently reducing the need for intubation and providing rapid relief of dyspnea. High-flow nasal cannula (HFNC) represents an emerging alternative in patients with moderate hypoxemia or intolerance to mask ventilation, and should be considered an adjunctive option in selected patients with less severe disease or NIV intolerance, although its efficacy in severe presentations remains uncertain. Invasive mechanical ventilation is reserved for refractory cases, while extracorporeal membrane oxygenation (ECMO) and other advanced circulatory support modalities may be necessary in cardiogenic shock. Integration of respiratory strategies with hemodynamic optimization is essential, as positive pressure ventilation favorably modulates preload and afterload, synergizing with pharmacological unloading. Future directions include personalization of ventilatory strategies using advanced monitoring, novel interfaces to improve tolerability, and earlier integration of MCS. In summary, respiratory support in CPE is both a bridge and a decisive therapeutic intervention, interrupting the cycle of hypoxemia and hemodynamic deterioration. A multidisciplinary, individualized approach remains central to improving outcomes in this high-risk population.
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(This article belongs to the Section Cardiovascular Clinical Research)
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Open AccessArticle
Phenotyping the Structure and Function of the Heart of Elite Sailors: Implications for Pre-Participation Cardiac Screening
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Joseph D. Maxwell, Luca J. Howard, Ian White, Florence Place, Obipiseibima Aggokabo, Shaun Robinson, Camille S. L. Galloway, Jacob K. K. Shardey, Christian Verrinder, Keith P. George, Robert Cooper and David Oxborough
J. Cardiovasc. Dev. Dis. 2026, 13(1), 53; https://doi.org/10.3390/jcdd13010053 - 20 Jan 2026
Abstract
Background: Structural and functional adaptation of the heart to chronic exercise is dependent on multiple factors, including the volume and type of training, and has direct implications for pre-participation cardiac screening (PPCS). Sailing is a unique multi-training modality sport with limited prior description
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Background: Structural and functional adaptation of the heart to chronic exercise is dependent on multiple factors, including the volume and type of training, and has direct implications for pre-participation cardiac screening (PPCS). Sailing is a unique multi-training modality sport with limited prior description of cardiac adaptation to training. The aims of this study are (1) to describe electrocardiogram (ECG) changes in sailors, informing PPCS guidelines; (2) to assess structural and functional cardiac changes in sailors; and (3) to examine sex- or discipline-specific cardiac adaptations in sailors. Methods: Seventy elite sailors (33 females) underwent standard ECG and echocardiography. Echocardiographic data were compared to population norms and analysed by sex and sailing discipline based on training type: isometric (IG), pumping (PG), and movement (MG). Results: One sailor presented with abnormal ECG findings (T wave inversion) which warranted further investigation. Primary training-related ECG changes noted were early repolarisation (24%) and sinus bradycardia (30%). The left ventricular volume index was dilated in 18% of all sailors compared to reference values, with similar findings noted on right ventricular parameters for 22% of the study population, although in males only. The impact of predominant training stimulus (IG, PG, MG) did not mediate differences in the structure of any cardiac chambers (p > 0.05). Ejection fraction was lower in the PG (Δ4%, p ≤ 0.001), whereas global longitudinal strain was higher (Δ2%, p = 0.02) compared to MG and IG. Conclusions: Elite-level sailors present with electrical and structural cardiac phenotypes associated with exercise adaptation, with dilation of both left- and right-sided chambers. These data should be considered when interpreting results of PPCS in male and female sailors from different, specific disciplines.
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(This article belongs to the Special Issue The Present and Future of Sports Cardiology and Exercise, 2nd Edition)
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Advances in the Diagnosis and Management of High-Risk Cardiovascular Conditions: Biomarkers, Intracoronary Imaging, Artificial Intelligence, and Novel Anticoagulants
by
Clarissa Campo Dall’Orto, Rubens Pierry Ferreira Lopes, Gilvan Vilella Pinto, Filho, Pedro Gabriel Senger Braga and Marcos Raphael da Silva
J. Cardiovasc. Dev. Dis. 2026, 13(1), 52; https://doi.org/10.3390/jcdd13010052 - 19 Jan 2026
Abstract
Understanding thrombosis in acute coronary syndromes (ACSs) has evolved through advances in biomarkers, intracoronary imaging, and emerging analytical tools, improving diagnostic accuracy and risk stratification in high-risk patients. This narrative review provides an integrative overview of contemporary evidence from clinical trials, meta-analyses, and
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Understanding thrombosis in acute coronary syndromes (ACSs) has evolved through advances in biomarkers, intracoronary imaging, and emerging analytical tools, improving diagnostic accuracy and risk stratification in high-risk patients. This narrative review provides an integrative overview of contemporary evidence from clinical trials, meta-analyses, and international guidelines addressing circulating biomarkers, intracoronary imaging modalities—including optical coherence tomography (OCT), intravascular ultrasound (IVUS), and near-infrared spectroscopy (NIRS)—artificial intelligence–based analytical approaches, and emerging antithrombotic therapies. High-sensitivity cardiac troponins and natriuretic peptides remain the most robust and guideline-supported biomarkers for diagnosis and prognostic assessment in ACS, whereas inflammatory markers and multimarker strategies offer incremental prognostic information but lack definitive validation for routine therapeutic guidance. Intracoronary imaging with IVUS or OCT is supported by current guidelines to guide percutaneous coronary intervention in selected patients with ACS and complex coronary lesions, leading to improved procedural optimization and clinical outcomes compared with angiography-guided strategies. Beyond procedural guidance, OCT enables detailed plaque characterization and mechanistic insights into ACS, while NIRS provides complementary information on lipid-rich plaque burden, primarily for risk stratification based on observational evidence. Artificial intelligence represents a rapidly evolving tool for integrating clinical, laboratory, and imaging data, with promising results in retrospective and observational studies; however, its clinical application in thrombosis management remains investigational due to the lack of outcome-driven randomized trials. In the therapeutic domain, factor XI inhibitors have demonstrated favorable safety profiles with reduced bleeding and preserved antithrombotic efficacy in phase II and early phase III studies, but their definitive role in ACS management awaits confirmation in large, outcome-driven randomized trials. Overall, the integration of biomarkers, intracoronary imaging, and emerging analytical and pharmacological strategies highlights the potential for more individualized cardiovascular care. Nevertheless, careful interpretation of existing evidence, rigorous validation, and alignment with guideline-directed practice remain essential before widespread clinical adoption.
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(This article belongs to the Special Issue Advances in Thrombosis Diagnosis and Antithrombotic Therapy)
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Age-Stratified Mortality Impact of Atrial Fibrillation in Elderly NSTEMI Patients
by
Ersin Doganozu, Pinar Demir Gundogmus and Emrah Aksakal
J. Cardiovasc. Dev. Dis. 2026, 13(1), 51; https://doi.org/10.3390/jcdd13010051 - 16 Jan 2026
Abstract
Objectives: Non-ST-segment elevation myocardial infarction (NSTEMI) in the elderly is frequently complicated by multiple comorbidities, which influence clinical outcomes. However, the prognostic significance of atrial fibrillation (AF) in this context remains uncertain. This study aimed to evaluate the impact of AF on short-
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Objectives: Non-ST-segment elevation myocardial infarction (NSTEMI) in the elderly is frequently complicated by multiple comorbidities, which influence clinical outcomes. However, the prognostic significance of atrial fibrillation (AF) in this context remains uncertain. This study aimed to evaluate the impact of AF on short- and long-term mortality in elderly patients (≥65 years) with NSTEMI. Methods: This cross-sectional observational study included 474 NSTEMI patients aged 65 years and older. Participants were stratified into four groups based on age (65–74 vs. ≥75 years) and the presence or absence of AF. One-month and one-year all-cause mortality were assessed as the primary and secondary endpoints, respectively. Results: AF was detected in 23 (11.6%) of 199 patients aged 65–74 and in 80 (29.1%) of 275 patients aged ≥75. While one-month mortality did not differ significantly among the four groups (p = 0.514), one-year mortality showed a statistically significant difference (p < 0.001). Univariate analysis revealed that AF was not predictive of one-month mortality. In multivariate Cox regression analysis, AF, reduced creatinine clearance, and left ventricular ejection fraction <50% were identified as independent predictors of one-year mortality. Conclusion: AF is not associated with short-term mortality in elderly NSTEMI patients; however, it serves as an independent predictor of one-year mortality. These findings highlight the importance of long-term rhythm monitoring and management in this high-risk population.
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(This article belongs to the Special Issue Acute Myocardial Infarction: Pharmacological and Interventional Treatment)
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The Impact of Frailty on Left Ventricle Mass and Geometry in Elderly Patients with Normal Ejection Fraction: A STROBE-Compliant Cross-Sectional Study
by
Stanisław Wawrzyniak, Ewa Wołoszyn-Horák, Julia Cieśla, Marcin Schulz, Michał Krawiec, Michał Janik, Paweł Wojciechowski, Iga Dajnowska, Dominika Szablewska, Jakub Bartoszek, Joanna Katarzyna Strzelczyk, Michal M. Masternak and Andrzej Tomasik
J. Cardiovasc. Dev. Dis. 2026, 13(1), 50; https://doi.org/10.3390/jcdd13010050 - 16 Jan 2026
Abstract
Background: There exists some inconsistent evidence on the relationship between altered cardiac morphology, its function, and frailty. Therefore, this study aimed to assess the associations among frailty, lean body mass, central arterial stiffness, and cardiac structure and geometry in older people with a
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Background: There exists some inconsistent evidence on the relationship between altered cardiac morphology, its function, and frailty. Therefore, this study aimed to assess the associations among frailty, lean body mass, central arterial stiffness, and cardiac structure and geometry in older people with a normal ejection fraction. Methods: A total of 205 patients >65 years were enrolled into this ancillary analysis of the FRAPICA study and were assessed for frailty with the Fried phenotype scale. Left ventricular dimensions and geometry were assessed with two-dimensional echocardiography. Fat-free mass was measured using three-site skinfold method. Parametric and non-parametric statistics and analysis of covariance were used for statistical calculations. Results: Frail patients were older and women comprised the majority of the frail group. Frail men and women had comparable weight, height, fat-free mass, blood pressure, central blood pressure, and carotid–femoral pulse wave velocity to their non-frail counterparts. There was a linear correlation between the sum of frailty criteria and left ventricular end-diastolic diameter (Spearman R = −0.17; p < 0.05) and relative wall thickness (Spearman R = 0.23; p < 0.05). In the analysis of covariance, frailty and gender were independently associated with left ventricular mass (gender: β of −0.37 and 95% CI of −0.50–−0.24 at p < 0.001), the left ventricular mass index (gender: β of −0.23 and 95% CI of −0.37–−0.09 at p < 0.001), and relative wall thickness (frailty: β of −0.15 and 95% CI of −0.29–−0.01 at p < 0.05; gender: β of 0.23 and 95% CI of 0.09–0.36 at p < 0.01). Frailty was associated with a shift in heart remodeling toward concentric remodeling/hypertrophy. Conclusions: Frailty is independently associated with thickening of the left ventricular walls and a diminished left ventricular end-diastolic diameter, which are features of concentric remodeling or hypertrophy. This association appears to be more pronounced in women. Such adverse cardiac remodeling may represent another phenotypic feature linked to frailty according to the phenotype frailty criteria.
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(This article belongs to the Section Basic and Translational Cardiovascular Research)
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Evaluation of CYP2C8 and CYP2C9 Polymorphisms in Neonates with Patent Ductus Arteriosus Treated with Ibuprofen or Indomethacin: A Retrospective Cohort Study
by
Shaikha Jabor Alnaimi, Shimaa Aboelbaha, Ibrahim Safra, Mai Abdulla Al Qubaisi, Fouad Abounahia, Ahmed Al Farsi, Liji Cherian, Lizy Philip, Moza Alhail, Gulab Sher and Nader Al-Dewik
J. Cardiovasc. Dev. Dis. 2026, 13(1), 49; https://doi.org/10.3390/jcdd13010049 - 15 Jan 2026
Abstract
The pharmacologic management of patent ductus arteriosus (PDA) presents a challenge to clinicians due to the interindividual variability in drug response to available medications. There is evidence that CYP2C9 is associated with the response to PDA treatment; however, no data from the Middle
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The pharmacologic management of patent ductus arteriosus (PDA) presents a challenge to clinicians due to the interindividual variability in drug response to available medications. There is evidence that CYP2C9 is associated with the response to PDA treatment; however, no data from the Middle East is available. This study aimed to investigate the association between CYP2C8 and CYP2C9 genetic polymorphisms and response to ibuprofen or indomethacin in neonates with PDA. We conducted a retrospective cohort study of neonates with a gestational age < 32 weeks and birthweight < 1500 g with PDA between 2019 and 2023. Eligible neonates were those diagnosed with PDA and treated with at least one course of ibuprofen or indomethacin. Genotyping was performed to identify four single-nucleotide polymorphisms (SNPs), namely CYP2C8*3 rs10509681, CYP2C9*2 rs1799853, CYP2C9 rs2153628, and CYP2C9*3 rs1057910. Allele frequencies were compared between responders and non-responders, and non-genetic predictors were assessed using logistic regression. A total of 146 infants were identified. Of these, 86 were enrolled. Genetic analysis showed that the heterozygote genotype (TC) for the CYP2C8 gene was the most common (45%), while wild-type alleles were predominant for CYP2C9 variants. No significant differences in allele frequencies were found between responders and non-responders to the treatment (p > 0.05). In a secondary analysis, the need for multiple surfactant doses independently predicted poor response (aOR 0.244, 95% CI 0.086–0.693, p = 0.008), while extremely low birth weight showed a borderline association (aOR 0.281, 95% CI 0.062–1.268, p = 0.099). Carriers of CYP2C8*3 rs10509681, CYP2C9*2 rs1799853, CYP2C9 rs2153628, and CYP2C9*3 rs1057910 were not associated with variations in response to NSAIDs.
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(This article belongs to the Section Genetics)
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Mid-Term Results of the Multicenter CAMPARI Registry Using the E-Liac Iliac Branch Device for Aorto-Iliac Aneurysms
by
Francesca Noce, Giulio Accarino, Domenico Angiletta, Luca del Guercio, Sergio Zacà, Mafalda Massara, Pietro Volpe, Antonio Peluso, Loris Flora, Raffaele Serra and Umberto Marcello Bracale
J. Cardiovasc. Dev. Dis. 2026, 13(1), 48; https://doi.org/10.3390/jcdd13010048 - 15 Jan 2026
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Background: Intentional occlusion of the internal iliac artery (IIA) during endovascular repair of aorto-iliac aneurysms may predispose patients to pelvic ischemic complications such as gluteal claudication, erectile dysfunction, and bowel ischemia. Iliac branch devices (IBDs) have been developed to preserve hypogastric perfusion.
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Background: Intentional occlusion of the internal iliac artery (IIA) during endovascular repair of aorto-iliac aneurysms may predispose patients to pelvic ischemic complications such as gluteal claudication, erectile dysfunction, and bowel ischemia. Iliac branch devices (IBDs) have been developed to preserve hypogastric perfusion. E-Liac (Artivion/Jotec) is one of the latest modular IBDs yet reports on mid-term performance are limited to small single-center cohorts with short follow-up. The CAMpania PugliA bRanch IliaC (CAMPARI) study is a multicenter investigation of E-Liac outcomes. Methods: A retrospective observational cohort study was conducted across five Italian vascular centers. All consecutive patients undergoing E-Liac implantation for aorto-iliac or isolated iliac aneurysms between January 2015 and December 2024 were identified from prospectively maintained registries. Inclusion criteria comprised elective or urgent endovascular repair of aorto-iliac aneurysms in which an adequate distal sealing zone was not available without covering the IIA and suitability for the E-Liac device according to its instructions for use (IFU). Patients with a life expectancy < 1 year or hostile anatomy incompatible with the IFU were excluded. The primary end point was freedom from branch instability (occlusion/stenosis, kinking, or detachment of the bridging stent). Secondary end points included freedom from any endoleak, freedom from device-related reintervention, freedom from gluteal claudication, aneurysm-related and all-cause mortality, acute renal failure, and sac regression > 5 mm. Results: A total of 69 consecutive patients (68 male, 1 female, median age 72.0 years) received 74 E-Liac devices, including 5 bilateral implantations. The mean infrarenal aortic diameter was 45 mm and the mean CIA diameter 34 mm; 14 patients (20.0%) had a concomitant IIA aneurysm (>20 mm). Concomitant fenestrated or branched aortic repair was performed in 23% of procedures. Two patients received a standalone IBD without implantation of a proximal aortic endograft. Technical success was achieved in 71/74 cases (96.0%); three failures occurred due to inability to catheterize the IIA. Distal landing was in the main IIA trunk in 58 cases and in the posterior branch in 13 cases. Over a median follow-up of 18 (6; 36) months, there were four branch instability events (5.4%): three occlusions and one bridging stent detachment. Seven patients (9.5%) developed endoleaks (one type Ib, two type II, two type IIIa, and two type IIIc). Five patients (6.8%) required reintervention, and five (6.8%) reported gluteal claudication. There were seven all-cause deaths (10%), none within 30 days or related to aneurysm rupture; causes included COVID-19 pneumonia, acute coronary syndrome, melanoma, gastric cancer, and stroke. No acute renal or respiratory failure occurred. Kaplan–Meier analysis showed 92% (95% CI 77–100) freedom from branch instability in the main-trunk group and 89% (60–100) in the posterior-branch group (log-rank p = 0.69). Freedom from any endoleak at 48 months was 87% (95% CI 75–95), and freedom from reintervention was 93% (95% CI 83–98). Conclusions: In this multicenter cohort, the E-Liac branched endograft demonstrated high technical success and favorable early–mid-term outcomes. Preservation of hypogastric perfusion using E-Liac was associated with low rates of branch instability, endoleak, and reintervention, with no 30-day mortality or aneurysm-related deaths. These findings support the safety and efficacy of E-Liac for aorto-iliac aneurysm management, although larger prospective studies with longer follow-up are needed.
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Reply to Eltawil et al. Comment on “Iacobescu et al. Evaluating Binary Classifiers for Cardiovascular Disease Prediction: Enhancing Early Diagnostic Capabilities. J. Cardiovasc. Dev. Dis. 2024, 11, 396”
by
Paul Iacobescu, Virginia Marina, Catalin Anghel and Aurelian-Dumitrache Anghele
J. Cardiovasc. Dev. Dis. 2026, 13(1), 47; https://doi.org/10.3390/jcdd13010047 - 15 Jan 2026
Abstract
We appreciate the careful and critical reading of our work by Eltawil et al [...]
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Open AccessComment
Comment on Iacobescu et al. Evaluating Binary Classifiers for Cardiovascular Disease Prediction: Enhancing Early Diagnostic Capabilities. J. Cardiovasc. Dev. Dis. 2024, 11, 396
by
Mohamed Eltawil, Laura Byham-Gray, Yuane Jia, Neil Mistry, James Parrott and Suril Gohel
J. Cardiovasc. Dev. Dis. 2026, 13(1), 46; https://doi.org/10.3390/jcdd13010046 - 13 Jan 2026
Abstract
Machine learning is increasingly applied to cardiovascular disease prediction yet reported performance metrics often appear implausibly high due to methodological errors. Recent work has reported nearly perfect predictive accuracy (≈99%) using a k-Nearest Neighbors (kNN) model on CDC heart-disease data. Such performance greatly
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Machine learning is increasingly applied to cardiovascular disease prediction yet reported performance metrics often appear implausibly high due to methodological errors. Recent work has reported nearly perfect predictive accuracy (≈99%) using a k-Nearest Neighbors (kNN) model on CDC heart-disease data. Such performance greatly exceeds typical BRFSS-based benchmarks and strongly indicates data leakage. In this commentary, we replicate and re-analyze the original workflow, showing that the authors applied the SMOTE-ENN resampling method prior to the train/test split, thereby allowing synthetic data generated from the full dataset to contaminate the test set. Combined with an excessively small neighborhood parameter (k = 2), this produced misleadingly high accuracy. It is noted that (1) with SMOTE-ENN performed globally, synthetic samples appear nearly identical to test points, leading to near-perfect classification, and (2) this kNN choice is unusually small for a dataset of this scale and further amplifies leakage bias. Correcting the workflow by restricting oversampling to the training data or using undersampling restores realistic results, reducing predictive accuracy to approximately 80%, confirming the inflation caused by pre-split resampling and aligning with literature norms. This case underscores the critical importance of rigorous validation, transparent reporting, and leakage-free pipelines in medical AI. We outline practical guidelines for avoiding such pitfalls and ensuring reproducible, realistic, and clinically reliable machine-learning studies.
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