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C. Ayoub

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Review Oct 2026

Ventricular Arrhythmias in Marfan Syndrome: Prevalence and Clinical Correlates in a Multicenter Cohort.

BACKGROUND Ventricular arrhythmias are increasingly recognized in Marfan syndrome, but associated clinical and structural features remain incompletely defined. METHODS We performed a retrospective multicenter cohort study of 783 adults with confirmed Marfan syndrome at 3 Mayo Clinic sites. Clinical, arrhythmic, echoc...

L. Dreher, Hussein Abdul Nabi, C. Kanaan et al. · 0 citations
Preprint Sep 2026

From Image Interpretation to Clinical Reasoning: Upstream Physician-Context-Aware Multimodal Learning with Causal Reinforcement Learning

Major adverse cardiovascular events (MACE) remain the leading cause of mortality worldwide. Opportunistic screening using routinely acquired clinical data offers a scalable approach for identifying high-risk individuals before acute events occur. Although chest X-rays (CXRs) capture latent cardiovascular biomarkers and...

Jia-Lu Pi, Ya-Nan Ma, Wei-Jie Chen et al. · 0 citations
Aug 2026

Outcomes of SGLT2 inhibitors after transcatheter mitral valve repair in patients with type 2 diabetes mellitus.

BACKGROUND Sodium-glucose cotransporter-2 inhibitors (SGLT2is) have demonstrated cardio- and renoprotective effects in patients with heart failure and type 2 diabetes mellitus (T2DM). However, their impact on patients undergoing transcatheter mitral valve repair (TEER) remains unclear. This study aimed to evaluate the...

M. Abdelnabi, Hoang Nhat Pham, Ramzi Ibrahim et al. · 1 citation
Open access Aug 2026

Diagnostic accuracy of electronic medical record retrieval methods and a large language model for identifying cardiovascular events: a multisite retrospective validation study in a medical system in the United States

In this multisite retrospective validation study, the LLM-assisted workflow showed strong but context-dependent performance for identifying cardiovascular events from the EMR, and ICD-based retrieval remained competitive for some use cases.

Omar H. Ibrahim, J. Farina, Milagros Pereyra Pietri et al. · 0 citations
Open access Jan 2026

The Role of Genetic Variation in Phenotypic Variability in Loeys–Dietz Syndrome

Distinct genotype–phenotype associations exist among LDS subtypes, and TGFBR1 and TGFBR2 variants are associated with a greater burden of aggressive vascular disease, whereas SMAD3 variants are linked to mitral valve disease, peripheral neuropathy, and osteoarthritis.

Hussein Abdul Nabi, L. Dreher, Jack Hartnett et al. · 0 citations
Review Aug 2026

Assessing Differences Between Epigenetic versus Chronologic Age for Cardiovascular Risk Assessments in the United States.

Background: Epigenetic clocks derived from DNA methylation estimate biological aging and have been associated with cardiometabolic death. We evaluated whether substituting epigenetic age for chronologic age within PREVENT altered associations with all-cause and cardiovascular mortality or improved discrimination. Metho...

Ramzi Ibrahim, B. Tamarappoo, Kwan S. Lee et al. · 0 citations
Aug 2026

Beyond Doppler: Scalable AI Detection of LVOT Obstruction in HCM.

BACKGROUND Accurate assessment of left ventricular outflow tract (LVOT) gradients is critical for hypertrophic cardiomyopathy management, yet Doppler-based measurements are technically demanding and require expertise. The objective of this work was to develop a multi-view deep learning model capable of classifying LVOT...

O. Crystal, J. Farina, I. Scalia et al. · 0 citations

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