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605 citation(s) found for "Ibrahim, A".

Lipoprotein(a) and Incident Venous Thromboembolism
Dreher, Luke A., Abdelnabi, Mahmoud, Ibrahim, Ramzi, VanDolah, Hunter, Farina, Juan M., Simper, David, Lester, Steven J., Alsidawi, Said , Shamoun, Fadi E., Ayoub, Chadi , Arsanjani, Reza, Abdul Nabi, Hussein , Dreher, Luke , Nabi, Hussein Abdul , Abdelnabi, Mahmoud , Ibrahim, Ramzi , Farina, Juan M. , Shamoun, Fadi , Arsanjani, Reza

JAMA Cardiology | September 23, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1001/jamacardio.2026.3964 | PMID 42776511 Get It

This cohort study evaluates the association between measured lipoprotein(a) level and incident venous thromboembolism.
Routine microaxial left ventricular support during nonemergent high-risk PCI: an updated systematic review and meta-analysis with Bayesian and grade methodologies
Mohamed, Ahmed , Abomohsen, Mustafa, Almakadma, Abdul Hakim , Kholeif, Zeyad, Elalfy, Aya, Idries, Iyad, Abdelkhalek, Ahmed M., Elkhayat, Ibrahim , Ghannam, Mohammed, AlQassab, Osamah, Mojahedi, Azad , Gadelmawla, Ahmed Farid, Rashwan, Rana, Farid, Meena, Gunsburg, Moshe, Chadow, Hal L., Abomohsen, Mustafa , Kholeif, Zeyad , Elalfy, Aya, Idries, Iyad Y., Ghannam, Mohammed, Gadelmawla, Ahmed Farid , Rashwan, Rana , Farid, Meena, Gunsburg, Moshe, Chadow, Hal Lloyd

Expert Review of Medical Devices | September 19, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1080/17434440.2026.2737101 | PMID 42760266 Get It

Artificial Intelligence and Multimodal Data Approaches for Diagnosis, Prognosis, and Treatment Decision Support in Diffuse Large B-Cell Lymphoma and Acute Myeloid Leukaemia: A Systematic Review
Odai, Emmanuel Niiboye, Ibrahim, Musa Shamaki, Nalugya, Mable, Blemano, David Tetteh Akuaku, Owusu, Gideon, Gbadegesin, Nurudeen

Journal of Advances in Medical and Pharmaceutical Sciences | September 12, 2026 | Volume: 28 | Issue: 10 | Pages: 1-19

10.9734/jamps/2026/v28i10893 Get It

Aims: To synthesise and critically appraise evidence on artificial intelligence (AI) and multimodal data approaches for diagnosis, prognosis, and treatment decision support in diffuse large B-cell lymphoma (DLBCL) and acute myeloid leukaemia (AML), and to compare how disease biology shapes model design and clinical readiness. Study Design: Systematic review with narrative synthesis. Place and Duration of Study: PubMed/MEDLINE, Embase, Scopus, Web of Science Core Collection, IEEE Xplore, and the Cochrane Library were searched from database inception to 29 July 2026. Methodology: English-language original studies involving human participants, clinical images, human-derived samples, or patient-derived datasets were eligible. Two reviewers independently screened records, assessed full texts, and extracted study characteristics, data modalities, analytical methods, validation approaches, and performance measures. PROBAST+AI domains were used to guide appraisal of eligible patient-level prediction models; exploratory multi-omics, molecular-subtyping, biomarker-discovery, and segmentation studies underwent structured descriptive appraisal. TRIPOD+AI informed assessment of reporting completeness. Owing to substantial clinical and methodological heterogeneity, findings were synthesised narratively. Results: Twenty-eight studies were included: 22 on DLBCL and six on AML. DLBCL research was dominated by PET/CT radiomics, deep imaging, digital pathology, and imaging-clinical-molecular fusion. Internally evaluated diagnostic models reported area under the curve values as high as 0.999, whereas externally validated prognostic models achieved values of 0.66-0.71 and showed inconsistent incremental improvement over the International Prognostic Index. AML studies mainly integrated genomic, transcriptomic, epigenomic, single-cell, proteomic, metabolic, and functional drug-response data. Prognostic models reported concordance indices of 0.72-0.81 and time-dependent area under the curve values of 0.795-0.899. The most frequent methodological concerns were retrospective sampling, high-dimensional modelling in modest cohorts, incomplete calibration reporting, and limited independent validation. Treatment-response models in both diseases remained retrospective or exploratory, and none demonstrated improved outcomes through AI-guided treatment allocation. Conclusion: AI and multimodal data approaches show greatest maturity for prognostic stratification, but diagnostic replacement and treatment selection remain unproven. Prospective, multicentre clinical-impact validation is the principal requirement for translation into routine care.
Connective tissue disorders and cardiac arrhythmias: genetic pathways, mechanistic bridges, and clinical implications
Dreher, Luke , Ibrahim, Ramzi, Abdelnabi, Mahmoud, Kanaan, Christopher , Baudhuin, Linnea M. , Shamoun, Fadi E., Masry, H El, Masry, Hicham El , Abdul Nabi, Hussein , Baqal, Omar , Kanaan, Christopher N , Tan, Min Choon , El Masry, Hicham Z, El Masry, Hicham , Nabi, Hussein Abdul , Ibrahim, Ramzi , Abdelnabi, Mahmoud , Baqal, Omar J , Shamoun, Fadi

Frontiers in Cardiovascular Medicine | September 3, 2026 | Volume: 13 | Issue: No issue available | Pages: No page available

10.3389/fcvm.2026.1860012 | PMID 42755424 Get It

Background Connective tissue disorders (CTDs) such as Marfan syndrome, Loeys-Dietz syndrome, and Ehlers-Danlos syndromes are traditionally defined by vascular fragility and aortic complications. Increasing evidence, however, demonstrates that CTDs also predispose to atrial and ventricular arrhythmias, often independent of overt cardiomyopathy or severe valvular disease. Content This review integrates emerging data on the arrhythmogenic substrates of CTDs. Four mechanistic bridges are emphasized: (1) diffuse myocardial fibrosis driven by dysregulated TGF-β signaling, (2) structural valve and annular abnormalities, particularly mitral valve prolapse and mitral annular disjunction, (3) altered mechanotransduction linking extracellular matrix instability to cytoskeletal and nuclear signaling pathways, and (4) downstream ion-channel and gap-junction remodeling as secondary amplifiers. We outline the genetic architecture underlying these processes, focusing on established CTD-implicated genes in the TGF-β/SMAD pathway, valve and annulus regulators, cytoskeletal and myocyte-coupling proteins, and extracellular matrix components, while incorporating emerging CTD modifiers that expand the spectrum of arrhythmia susceptibility. Summary Recognition of CTDs as both vascular and electrical disorders reframes clinical management. Imaging markers such as mitral annular disjunction and diffuse fibrosis, together with targeted ambulatory rhythm monitoring and consideration of genetic context, may improve recognition of higher-risk phenotypes. Therapeutic strategies must balance arrhythmia control with procedural risk in fragile connective tissue substrates. Conclusions By unifying genetic, mechanistic, and clinical insights, this review provides an integrated framework for understanding arrhythmias in CTDs. It underscores the need for prospective registries and genotype-phenotype studies to refine surveillance and prevention strategies.
Anticoagulant Medications for Patients With Atrial Fibrillation and Advanced Renal Disease: A Propensity-Matched Real-World Analysis of Apixaban vs Rivaroxaban
Agha, Mohammad, Sajawal, Muhammad, Batool, Hira, Agha, Muhammad Ammar, Batool, Hadia, Agha, Aqsa, Khan, Muhammad Ibrahim, Michael, Miriam, Agha, Muhammad Asim, Sajawal, Muhammad, Michael, Miriam

Georgetown Medical Review | August 20, 2026 | Volume: 10 | Issue: 1 | Pages: No page available

10.52504/001c.167471 Get It

Background Advanced chronic kidney disease (CKD) complicates anticoagulant treatment because thromboembolic and bleeding risks compete. We compared treatment outcomes for apixaban and rivaroxaban in adults with atrial fibrillation (AF) and stage 4/5 CKD. Methods Deidentified TriNetX records for patients treated with apixaban (n=49,698) and rivaroxaban (n=2660) underwent 1:1 propensity score matching (demographics, medications, procedures, laboratory values); 2533 matched pairs were identified (absolute standardized mean difference <0.10, indicating adequate balance). The smaller rivaroxaban cohort constrained matching; findings apply only to the matched population. Outcomes were assessed at 1, 3, and 5 years. Myocardial infarction (MI) findings were exploratory. P values were not adjusted for multiplicity. Results Gastrointestinal bleeding was lower for apixaban vs rivaroxaban (5-year: 9.3% vs 10.9%; relative risk [RR], 0.86; 95% CI, 0.71-1.02; P=.09). Cerebrovascular events were significantly higher for apixaban vs rivaroxaban at 3 years only (9.8% vs 7.9%; RR, 1.24; 95% CI, 1.01-1.53; P=.04); this association may reflect chance. Cerebral infarction was significantly higher for apixaban vs rivaroxaban at 1 year (3.0% vs 1.8%; RR, 1.61; 95% CI, 1.09-2.37; P=.02) and attenuated at 3 and 5 years. Rates of MI were nominally higher in the apixaban group. Five-year mortality risk was significantly lower for apixaban vs rivaroxaban (33.3% vs 36.1%; RR, 0.92; 95% CI, 0.86-0.10; P=.04) but differences in time-to-event survival were not significant. Conclusion Apixaban did not have greater bleeding risk than rivaroxaban and may be associated with lower gastrointestinal bleeding, a finding that requires further study. Isolated cerebrovascular, MI, and mortality findings require cautious interpretation. A mortality advantage for either drug was not established.
Sex-related differences in outcome of tricuspid valve surgery in severe isolated secondary tricuspid regurgitation
Naser, Jwan A. , Wong, Martin, Ibrahim, Hossam, Tsaban, Gal , Crestanello, J., Hibbert, Benjamin , Enriquez-Sarano, Maurice, Michelena, Hector I, Scott, Christopher G, Miranda, William R, Wong, Martin Chun Kit, Sabbah, Michael S. , Hibbert, Benjamin , Naser, Jwan A , Ibrahim, Hossam H , Enriquez‐Sarano, Maurice , Michelena, Héctor I. , Miranda, William R. , Pislaru, Sorin V.

European Heart Journal - Cardiovascular Imaging | August 18, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1093/ehjci/jeag223 | PMID 42617076 Get It

Abstract Aims Significant secondary tricuspid regurgitation (STR) is associated with worse morbidity and mortality. To-date, evidence on isolated tricuspid valve surgery in STR remains controversial with uncertainty regarding management strategies. We aimed to investigate sex differences in the association of isolated tricuspid valve surgical repair/replacement (TVR) with outcomes of mortality and heart failure (HF) hospitalizations in STR. Methods and results Patients with severe STR without significant aortic valve or organic mitral valve disease, congenital heart disease, pacemakers, previous valve intervention, malignancy, or end-stage kidney/liver disease were identified. Isolated TVR was studied as a time-dependent covariate in association with mortality and HF hospitalizations. Among 2,857 patients (median age 76 years; 62% women), 143 underwent isolated TVR (58% repair; 42% replacement; 64% with low TRI-SCORE risk category) at median 56 days. Over median 1.6 (IQR 0.2-5.2) years, 1,771 patients died and 1,259 had HF hospitalization. When adjusting to age, comorbidities, left/right ventricular function, pulmonary hypertension, hemoglobin level, and dyspnea, isolated TVR was associated with lower mortality in females (HR 0.54 95% CI 0.35-0.83) but not males (HR 1.29 95% CI 0.90-1.83), p-interaction&lt;0.01; this remained the case when restricting to groups with normal left/right ventricular function. Isolated TVR was associated with HF hospitalization without interaction with sex (HR 0.68 95% CI 0.46-0.998), p-interaction=0.51. Conclusion Isolated TVR for STR was associated with decreased HF hospitalizations in both females and males but improved survival only in females. Future studies are needed to understand differences in the natural history of TR between sexes and stratify outcomes after TR intervention by sex.
Cold and Room-Temperature Platelets in Cardiac Surgery
Spinella, Philip C., Zantek, Nicole D., Nicolson, Susan C., Khanna, Ashish K., Boisen, Michael L., Williams, Tiffany M. , Monteleone, Matthew, Pavey, Warren, Smith, Bradford B., Ahmed, M. Iqbal, Jeng, Eric, Flynn, B S, Joshi, Ravi V. , Preuss, James , Goswami, Dheeraj, Lewis, Choy, Tint, Hlaing , Kwak, Jenny , Sodha, Neel, Simon, Eric R. , Van, Philbert Y., Greilich, Philip E. , Booth, Frank V. McL., Carter, Camille, Keegan, Anastazia , Cap, Andrew P., Matuk, James, McGlothlin, Anna, Berry, Nicholas , Lewis, Roger , Steiner, Marie E., Group, CHIPS Investigator, Hu, Paula, Hawkins, Jaleah, Jobes, David R. , Fadeyi, Emmanuel A. , Reynolds, Abigail M.A., Bell, Carter G., Gandhi, Manish J., Montonye, Beth, Serna-Gallegos, Derek, Sultan, Ibrahim, Kinney, Stephanie , Molony, Kathleen, Hensch, Lisa, Resheidat, Ashraf, Malivers, Martine, Hahn, Rebbecca, Viellez, Annette Le, Pepperell, Dominic , Lu, Qun, Downey, Frank, Haeger, Kayla N., Baltagi, Sirine , Jaquiss, Robert D.B., Noland, Daniel K., Cole, Regina, Duffin, Aspen, Scott, John P., Zeng, Long, Ballew, Angie, Webb, Christopher, Jessen, Michael, Hopson, Erryn, Mickle, Peri, Kavanagh, Simon, Matzelle, Shannon, Mennie, Colleen, Davenport, Robertson, Chlebeck, Therese, Zenk, Emmy, Lotz, Daniel T., Choi, Warren , Hobbs, Rhonda, Baptise, Amanda, DeChristopher, Phillip, Schoenecker, Nancy, Rodheim, Dianna, Connor, Joseph, Griese, Daniel J., McGuire, Erin, VanSandt, Mandy, Sera, Valerie, O’Donovan, Justine , Marks, Denese, Johnson, Lacey, Viele, Kert , Cholette, Jill M., Selke, Frank, Silverman, Toby, Shea, Susan, Yazer, Mark, Young, P. J., Ness, Paul Van, Dean, J. Michael, Shaz, Beth, Stubbs, James, Klompas, Allan M. , Spinella, Philip C. , Zantek, Nicole D. , VanBuren, John M. , Nicolson, Susan Craig , Khanna, Ashish K. , Boisen, Michael L , Monteleone, Matthew P., Bashir, Dalia A. , Pavey, Warren , Niebler, Robert A. , Jeng, Eric I-Hun , Goswami, Dheeraj , Yamada, Chisa , Lewis, Choy R., Cohn, Claudia S. , Sodha, Neel R. , Cap, Andrew , Matuk, James , Smith, Mark M. , Montonye, Beth L., Kaplan, Alesia , Kinney, Stephanie , Resheidat, Ashraf M., Downey, Francis X. , Ballew, Angie , Matzelle, Shannon A, Crowe, Liz , DeChristopher, Phillip J., Griese, Daniel, Sera, Valerie, Marks, Denese C. , Johnson, Lacey , Cholette, Jill M., Levy, Jerrold H. , Silverman, Toby , Yazer, Mark H. , Strandenes, Geir , Shaz, Beth H. , Stubbs, James R.

JAMA | August 17, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1001/jama.2026.13328 | PMID 42606886 Get It

Importance Patients undergoing cardiac surgery with cardiopulmonary bypass often require platelet transfusions for bleeding. Platelets are routinely stored at room temperature (20-24 °C) for up to 5 to 7 days; however, cold storage (1-6 °C) may allow for increased storage duration without loss of hemostatic function. Objective To determine the maximum cold-storage duration, up to 21 days, for which cold-stored platelets (CSPs) are noninferior or superior in hemostatic efficacy to room-temperature platelets (RTPs) when transfused in actively bleeding patients undergoing cardiac surgery with cardiopulmonary bypass. Design, Setting, and Participants A phase 3, multicenter, randomized, partially blinded, adaptive, noninferiority, storage duration–ranging trial conducted in pediatric and adult patients undergoing cardiac surgery with planned cardiopulmonary bypass at 27 sites in the US and Australia from December 2021 to March 2025. Statistical analysis was conducted from September 9 to October 3, 2025. Intervention Patients were randomized 2:1 to receive CSPs with a maximum of 21 days of storage vs RTPs with a maximum of 7 days of storage. Main Outcomes and Measures The primary outcome was a hemostatic efficacy score with values ranging from 1 to 5 and higher values indicating greater bleeding. The noninferiority margin was 1 point. The success criterion was met if at least 1 cold-storage duration of 7 days or more had a posterior probability of noninferiority of at least 97.5%. The secondary outcome was 24-hour chest tube output. Results Of the 1000 patients who underwent platelet transfusion, 989 were included in the primary analysis (650 CSPs and 339 RTPs). The cohort had a mean (SD) age of 42.1 (30.1) years and 67.8% were male. CSPs were noninferior to RTPs for the primary outcome, with a probability of greater than 99.9% for all cold-storage durations. Pooled across storage durations, CSPs had a mean difference from RTPs of 0.09 (95% credible interval, −0.06 to 0.23). Median (IQR) chest tube output at 24 hours (8.9 mL/kg [5.2-15.4] for CSPs vs 8.4 mL/kg [5.5-15.9] for RTPs; difference in medians, 0.4 [95% CI, −1.0 to 1.5]) was not statistically different between study groups. In a post hoc analysis, as all storage durations were noninferior, considering the CSPs as a single group, the hemostatic efficacy score was similar between both groups: mean (SD) of 3.08 (1.15) CSPs vs 2.99 (1.10) RTPs. There were no differences in venous or arterial thrombotic events, transfusion-associated adverse events, acute respiratory distress syndrome, kidney failure, septic shock, and mortality between the study groups, except for increased reexploration rates in the CSP group. Conclusions and Relevance For patients undergoing cardiac surgery, CSPs stored up to 21 days are noninferior to RTPs for the control of active surgical bleeding. Use of CSPs may allow for increased availability of platelets by reducing wastage and shortages and may allow for incorporation of platelets into inventory at locations where platelets cannot be maintained due to the 5- to 7-day shelf life of RTPs. Trial Registration ClinicalTrials.gov Identifier: NCT04834414
Estimated VESALIUS-Like Eligibility and Projected Cardiovascular Benefit in US Adults
Ibrahim, Ramzi , Zanco, Julia , Serra, Vinicius De Sousa Barzon , Ayoub, Chadi , Arsanjani, Reza, Al‐Kindi, Sadeer , Barzon Serra, Vinicius De Sousa, Ibrahim, Ramzi , Ayoub, Chadi , Arsanjani, Reza

European Heart Journal - Quality of Care and Clinical Outcomes | August 14, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1093/ehjqcco/qcag130 | PMID 42624502 Get It

Long‐Term Outcomes of LAAO Versus DOACs in Nonvalvular Atrial Fibrillation: A Meta‐Analysis of Randomized Trials
Ezenna, Chidubem , Sawalha, Khalid , Ibrahim, Sammudeen , Krishna, Mrinal Murali , Joseph, Meghna , Janga, Raghava Rao Alluri Lakshmi Sai Niharika , Nadeem, Samia, Mohammed‐Murtala, Abdul‐Daaim , Goldsweig, Andrew M. , Janga, Lakshmi Sai Niharika , Rossi, Raiza , Goldsweig, Andrew M , Rossi, Raiza

Pacing and Clinical Electrophysiology | August 13, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1111/pace.70395 | PMID 42592966 Get It

ABSTRACT Background Percutaneous left atrial appendage occlusion (LAAO) is an alternative strategy for stroke prevention in patients with nonvalvular atrial fibrillation (AF) with contraindications to long‐term oral anticoagulation therapy. However, evidence comparing the long‐term outcomes of LAAO with those of direct oral anticoagulants (DOAC) remains limited. Methods A systematic search was conducted across PubMed, Scopus, and the Cochrane databases through April 2026. Co‐primary outcomes were major adverse cardiovascular and cerebrovascular events (MACCE; composite of cardiac death, stroke, or systemic embolism) and net adverse clinical events (NACE; composite of MACCE and non‐procedure‐related bleeding). Secondary endpoints included individual components of co‐primary endpoints, ischemic and hemorrhagic stroke, all‐cause death, major or clinically significant bleeding (procedure + non‐procedure related), and stroke or systemic embolism. The random‐effects model was used to generate risk ratios (RRs) and 95% CIs. Results Four randomized controlled trials comprising 5890 AF patients and a median follow‐up of 3 years were included. There was no significant difference between LAAO and DOAC therapy in the risk of MACCE (RR 1.17; 95%CI 0.96–1.41; I 2 = 0%) or NACE (RR 0.89; 95%CI 0.65–1.24; I 2 = 85%). Both LAAO and DOAC therapy were similar in risk of cardiac death, stroke, systemic embolism, hemorrhagic stroke, ischemic stroke, all‐cause mortality, stroke or systemic embolism, and pericardial effusion. LAAO was associated with a lower risk of non‐procedure‐related bleeding (RR 0.60; 95%CI 0.47–0.76; I 2 = 59%). Conclusion LAAO demonstrated efficacy comparable to DOAC therapy in reducing the risk of MACCE, NACE, and ischemic events, while significantly reducing the risk of non‐procedure‐related bleeding. Our findings support a tailored approach to stroke prevention in AF, wherein LAAO serves as an effective alternative for patients with contraindications to DOAC therapy.
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
Ibrahim, Omar, Farina, Juan, Ibrahim, Omar , Awad, Kamal, Sheashaa, Hesham, Abdelfattah, Fatmaelzahraa E., Razaghi, Mahshad , Kaggal, Vinod C. , Arsanjani, Reza, Ayoub, Chadi , Ibrahim, Omar H , Villa Etchegoyen, Cecilia , Romero-Brufau, Santiago , Ibrahim, Omar H., Farina, J M, Awad, Kamal , Abbas, Mohammed Tiseer , Scalia, Isabel G. , Abdelfattah, Fatmaelzahraa , Etchegoyen, Cecilia Villa , Romero‐Brufau, Santiago , Arsanjani, Reza

BMJ Open | August 13, 2026 | Volume: 16 | Issue: 8 | Pages: e116133

10.1136/bmjopen-2025-116133 | PMID 42595369 Get It

Objective To compare the diagnostic accuracy of four available automated electronic medical record (EMR) retrieval methods, including a large language model (LLM)-assisted workflow, against manual chart adjudication for identifying cardiovascular events. Design Retrospective diagnostic accuracy study. Setting Three sites within a single US tertiary health system. Participants Two adult cohorts with previously adjudicated cardiovascular outcomes were included. Cohort 1 included 2258 patients treated with immune checkpoint inhibitors, and Cohort 2 included 1426 patients who underwent transcatheter aortic valve replacement. Primary and secondary outcome measures The reference standard was clinician manual chart adjudication. Outcomes included ischaemic stroke or transient ischaemic attack, myocardial infarction (MI), heart failure (HF) exacerbation or hospitalisation and a composite major adverse cardiovascular events (MACE) outcome. Automated retrieval methods included International Classification of Diseases (ICD) codes, primary diagnosis, problem list and a zero-shot LLM workflow. Area under the (receiver operating characteristic) curve (AUC), sensitivity, specificity and net reclassification improvement were assessed. Results In Cohort 1, the LLM achieved the highest AUC for stroke (0.920; 95% CI 0.881 to 0.958), MI (0.938; 95% CI 0.905 to 0.971) and composite MACE (0.880; 95% CI 0.854 to 0.907), whereas ICD-based retrieval had a higher AUC for HF (0.882; 95% CI 0.845 to 0.918 vs 0.873; 95% CI 0.831 to 0.914). In Cohort 2, the LLM achieved the highest AUC for all evaluated outcomes: stroke (0.915; 95% CI 0.862 to 0.968), MI (0.928; 95% CI 0.839 to 1.000), HF (0.844; 95% CI 0.803 to 0.884) and composite MACE (0.862; 95% CI 0.829 to 0.895). In Cohort 1, differences in AUC between the LLM and ICD methods were not statistically significant across outcomes, whereas in Cohort 2 the LLM showed significantly higher AUC for stroke and composite MACE. Conclusion In this multisite retrospective validation study, the LLM-assisted workflow showed strong but context-dependent performance for identifying cardiovascular events from the EMR. Performance varied by outcome and cohort, and ICD-based retrieval remained competitive for some use cases. These findings support a complementary role for LLM-assisted extraction in retrospective cardiovascular outcomes research.