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Background: Assessment of residual thromboembolic risk in patients with atrial fibrillation (AF) prescribed oral anticoagulants (OACs) remains unexplored. We performed hierarchical cluster analysis to identify phenotypic profiles of these patients and their risks of residual thromboembolic events.
Methods: We utilised data from non-valvular AF patients on OACs, as documented in phases II and III of the GLORIA-AF (Global Registry on Long-Term Oral Anti-thrombotic Treatment in Patients With Atrial Fibrillation) registry. We performed a hierarchical cluster analysis to identify distinct phenotypic profiles. We compared the incidence and risks of thromboembolic events (composite of ischaemic stroke, transient ischaemic attack, or systemic embolism) and related outcomes (major bleeding and all-cause death) across the profiles. We determined the optimal number of profiles through visual inspection of the generated dendrograms.
Results: We included 22,410 patients (mean age 70 ± 8 years; 56% male), from which five phenotypes were identified: profile 1 ("uncontrolled hypertension"), profile 2 ("young with a history of coronary artery disease"), profile 3 ("young and obese"), profile 4 ("frailty"), and profile 5 ("non-paroxysmal AF with tachycardia"). Profile 4 was associated with the highest rates of thromboembolic events (1.66/100 person-years [95% confidence interval, 1.46-1.89]), major bleeding (1.92/100 person-years [1.70-2.16]), and death (6.02/100 person-years [5.62-6.43]). Profile 3 was associated with the lowest risk across all measured outcomes (thromboembolic events, 0.64 events/100 person-years [0.48-0.82]; major bleeding, 0.83 events/100 person-years [0.65-1.04]; and death, 1.44 events/100 person-years [1.21-1.71]). Profile 1 had a moderate thromboembolic event rate (1.04/100 person-years [0.91-1.08]), while profiles 2 and 5 showed lower rates.
Conclusions: The phenotypic profiles of patients with AF prescribed OACs identified using hierarchical cluster analysis are associated with distinct residual thromboembolic risks and related outcomes. This approach has the potential to enhance patient risk-stratification and holistic approaches to management.
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http://dx.doi.org/10.1007/s11606-024-09045-6 | DOI Listing |
JMIR Res Protoc
September 2025
Research Unit of General Practice, Department of Public Health, University of Southern Denmark, Odense M, Denmark.
Background: Acute respiratory infections (ARIs) are frequent reasons for medical consultations in general practice and can lead to unnecessary recontacts. Introducing new point-of-care (POC) polymerase chain reaction (PCR) diagnostic equipment may offer an attractive and efficient way of providing a more precise and exact microbial diagnosis. Successful uptake of POC PCR equipment could potentially lead to a reduction in recontacts with benefits for both staff and patients.
View Article and Find Full Text PDFPLoS One
September 2025
Department of Social Medicine and Health Management, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.
Background: Antimicrobial resistance is a globally recognised public health threat. In rural China, antibiotic use is common for acute respiratory infections (ARIs), which include symptoms such as coughing and fever that are most likely viral infections but with a small proportion as bacterial infections. This study aims to evaluate the effectiveness of a comprehensive intervention based on C-reactive protein and serum amyloid A point-of-care testing (CRP&SAA POCT) in reducing the inappropriate use of antibiotics for ARIs in Chinese village clinics.
View Article and Find Full Text PDFPLoS One
September 2025
Department of Medicine, Al-Quds University, Jerusalem, Palestine.
Background: Undernutrition remains a persistent public health concern among young children in Palestine, shaped by a range of socioeconomic and dietary factors. This study applies a Structural Equation Modeling (SEM) approach to explore both direct and indirect determinants of child growth among children aged 6-59 months in the West Bank.
Methods: Data were drawn from a 2022 cross-sectional survey involving 300 children selected from 1,400 households.
PLoS One
September 2025
Smart Manufacturing and Artificial Intelligence, Micron Memory Malaysia Sdn. Bhd., Batu Kawan, Penang, Malaysia.
Advances in data collection have resulted in an exponential growth of high-dimensional microarray datasets for binary classification in bioinformatics and medical diagnostics. These datasets generally possess many features but relatively few samples, resulting in challenges associated with the "curse of dimensionality", such as feature redundancy and an elevated risk of overfitting. While traditional feature selection approaches, such as filter-based and wrapper-based approaches, can help to reduce dimensionality, they often struggle to capture feature interactions while adequately preserving model generalization.
View Article and Find Full Text PDFPLoS One
September 2025
Department of Sports Science and Clinical Biomechanics, Sport and Health Sciences Cluster (SHSC), Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark.
Background: Global reports indicate that less than 20% of 11-17-year-olds meet physical activity recommendations, and while organized sports participation increases the likelihood of meeting these guidelines, no other studies were found that examined the impact on well-being and physical fitness outcomes among Danish adolescents based on participation in leisure time sports.
Methods: The study employed a cross-sectional design, assessing cardiorespiratory fitness, fat percentage, and well-being, as well as several other health and fitness outcomes among 1,333 Danish adolescents (50% girls). Differences between participants in organized sports and non-participants, as well as between participants in different sport categories were assessed through ANCOVA analysis.