13 research outputs found
Data associated with the publication: Taxonomy-based prompt engineering to generate synthetic drug-related patient portal messages
This dataset is a part of "Taxonomy-Based Prompt Engineering to Generate Synthetic Drug-Related Patient Portal Messages study". The dataset contains synthetic patient portal messages on drug related problems. The messages were generated using prompt engineering based on the taxonomy of patient-generated messages from the patient portal. This dataset aims to provide researchers with access to drug-related patient portal synthetic messages.
The dataset contains 450 generated messages, which can be categorized into 2 groups. The first group was generated from all prompt options, derived from the taxonomy, with no specific race of the patient (200 messages). The second group was generated using subset of prompt options with specific race information. This group contains 50 messages for each race, including White, American Indian or Alaska Native, Black or African American, Asian, and Native Hawaiian or Other Pacific Islander (total 250 messages). All the messages are accompanied by prompt used for generating the message, taxonomy group, medication name, race, and urgency level. <p
Non-vitamin K Antagonist Oral Anticoagulant, Warfarin, and ABC Pathway Adherence on Hierarchical Outcomes: Win Ratio Analysis of the COOL-AF Registry
Background Atrial fibrillation (AF) Better Care (ABC) pathway adherence is associated with improved outcomes. Clinical trials have shown that non-vitamin K antagonist oral anticoagulants (NOACs) are as least as effective as warfarin for stroke prevention in AF patients. The Win Ratio method, analyzing hierarchical composite outcomes considering event timing and severity, has limited data on its use in Asians. Objectives We aim to apply Win Ratio in a registry to access the comparative effectiveness of NOACs versus warfarin and ABC adherence versus nonadherence in Asian patients with AF. Methods Our study included nonvalvular AF patients from the nationwide prospective COOL-AF registry in Thailand. The NOAC-treated group was compared with the warfarin-treated group using the Win Ratio, with the following order: all-cause death, intracranial hemorrhage (ICH), ischemic stroke/transient ischemic attack/systemic embolism, non-ICH major bleeding, and myocardial infarction or heart failure. ABC pathway adherence versus nonadherence was also compared. A Win Ratio greater than 1.00 indicating a better outcome. Results The analysis included 2,568 patients, with 228 in the NOAC group and 2,340 in the warfarin group. The NOAC group had more wins than the warfarin group, with an unmatched Win Ratio of 1.64 (95% confidence interval [CI]: 1.22-2.20; p 0.001). When compared with nonadherence, ABC pathway adherence was associated with a Win Ratio of 1.57 (95% CI: 1.33 1.85; p 0.001). Conclusion This Win Ratio analysis demonstrates the significant benefits of NOACs over warfarin and ABC pathway adherence over nonadherence in reducing the composite outcome in patients with AF.</p
An Updated Global Perspective of Atrial Fibrillation: Trends, Risk Factors, and Socioeconomic Disparities
Renal function decline in Asian patients with atrial fibrillation with warfarin and non-vitamin K antagonist oral anticoagulants:A report from the COOL-AF registry
Background: The objective of this study was to compare the risk of estimated glomerular filtration rate (eGFR) decline between atrial fibrillation (AF) patients with direct oral anticoagulants (DOACs) and warfarin. Methods: We studied patients with nonvalvular AF from a prospective multicenter national AF registry in Thailand. Patients with missing eGFR data or eGFR less than 30 mL/min/1.73 m 2 were excluded. Follow-up data including eGFR were collected every 6 months until 3 years. eGFR decline was assessed by eGFR slope. We compared eGFR slope between patients who received DOACs and warfarin at baseline. In the warfarin group, we assessed the impact of good anticoagulation control by time in the therapeutic range (TTR). Results: A total of 1708 patients were studied (mean age 68.1 years; 42.6% female). Patients with DOACs had a significantly slower rate of eGFR decline compared to warfarin. The eGFR slope was 2.32 mL/min/1.73 m 2 per year in the warfarin group (95% CI: 3.09 to 1.55), and 1.31 mL/min/1.73 m 2 per year in the DOAC group (95% CI: 1.97 to 0.64). The effect of OAC type on the eGFR slope remained significant even after the adjustment of baseline variables including baseline eGFR. There was no difference in GFR decline as reflected by eGFR slope when comparing warfarin patients with TTR <65% and ≥65%. Conclusion: In this prospective cohort of Asian patients with AF, DOACs were associated with a slower rate of eGFR decline when compared with warfarin. In the latter group, this was irrespective of the quality of anticoagulation control.</p
Cytomegalovirus enterocolitis with subsequent diagnosis of coexisting new-onset inflammatory bowel disease
Clinical phenotype classification to predict risk and optimize the management of patients with atrial fibrillation using the Atrial fibrillation Better Care (ABC) pathway: A report from the COOL-AF registry
Background: Phenotypic classification is a method of grouping patients with similar phenotypes.Aim: We aimed to use phenotype classification based on a clustering process for risk stratification of patients with non-valvular atrial fibrillation (AF) and second, to assess the benefit of the Atrial Fibrillation Better Care (ABC) pathway.Methods: Patients with AF were prospectively enrolled from 27 hospitals in Thailand from 2014 to 2017, and followed up every 6 months for 3 years. Cluster analysis was performed from 46 variables using the hierarchical clustering using the Ward minimum variance method. Outcomes were a composite of all-cause death, ischemic stroke/systemic embolism, acute myocardial infarction and heart failure.Results: A total of 3405 patients were enrolled (mean age 67.8 ± 11.3 years, 58.2% male). During the mean follow-up of 31.8 ± 8.7 months. Three clusters were identified: Cluster 1 had the highest risk followed by Cluster 3 and Cluster 2 with a hazard ratio (HR) and 95% confidence interval (CI) of composite outcomes of 2.78 (2.25, 3.43), P < 0.001 for Cluster 1 and 1.99 (1.63, 2.42), P < 0.001 for Cluster 3 compared with Cluster 2. Management according to the ABC pathway was associated with reductions in adverse clinical outcomes especially those who belonged to Clusters 1 and 3 with HR and 95%CI of the composite outcome of 0.54 (0.40, 073), P < 0.001 for Cluster 1 and 0.49 (0.38, 0.63), P < 0.001 for Cluster 3.Conclusion: Phenotypic classification helps in risk stratification and prognostication. Compliance with the ABC pathway was associated with improved clinical outcomes
Latent Class Analysis for the Identification of Phenotypes Associated with Increased Risk in Atrial Fibrillation Patients:The COOL-AF Registry
Background Patients with atrial fibrillation (AF) often have clinical complexity phenotypes. Latent class analysis (LCA) is based on the concept of modeling of both observed and unobserved (latent) variables. We hypothesized that LCA can help in identification of AF patient groups with different risk profiles and identify patients who benefit most from the Atrial fibrillation Better Care (ABC) pathway. Methods We studied non-valvular AF patients in the prospective multicenter COOL-AF registry. The outcomes were all-cause death, ischemic stroke/systemic embolism (SSE), major bleeding, and heart failure. Components of CHA 2 DS 2 -VASc score, HAS-BLED score, and ABC pathway were recorded. Results A total of 3,405 patients were studied. We identified 3 LCA groups from 42 variables: LCA class 1 (n = 1,238), LCA class 2 (n = 1,790), and LCA class 3 (n = 377). Overall, the incidence rates of composite outcomes, death, SSE, major bleeding, and heart failure were 8.69, 4.21, 1.51, 2.27, and 2.84 per 100 person-years, respectively. When compared to LCA class 1, hazard ratios (HR) of composite outcome of LCA classes 3 and 2 were 3.86 (3.06-4.86) and 2.31 (1.91-2.79), respectively. ABC pathway compliance was associated with better outcomes in LCA classes 2 and 3 with the HR of 0.63 (0.51-0.76) and 0.57 (0.39-0.84), but not in LCA class 1. Conclusion LCA can identify patients who are at risk of developing adverse clinical outcomes. The implementation of holistic management based on the ABC pathway was associated with a reduction in the composite outcomes as well as the individual outcomes.</p
Image_1_Is it time for class I recommendation for sodium-glucose cotransporter-2 inhibitors in heart failure with mildly reduced or preserved ejection fraction?: An updated systematic review and meta-analysis.pdf
BackgroundIn heart failure with reduced ejection fraction (HFrEF), sodium-glucose cotransporter-2 (SGLT2) inhibitors were demonstrated to lower cardiovascular mortality (CV death) and hospitalization for heart failure (HHF); however, the advantages of SGLT2 inhibitors in heart failure with mildly reduced (HFmrEF) or preserved ejection fraction (HFpEF) are less clear. SGLT2 inhibitors were reported to enhance quality of life (QoL) in HFmrEF or HFpEF patients; however, the findings among studies are inconsistent.ObjectiveTo conduct an updated systematic review and meta-analysis of recent data to assess the effect of SGLT2 inhibitors on cardiovascular outcomes and QoL in patients with HFmrEF or HFpEF.MethodThree databases were searched for studies that evaluated SGLT2 inhibitors and their effect on cardiovascular outcomes, including CV death, HHF, all-cause death, and the composite outcome of CV death, HHF, and urgent visit for heart failure (HF), and patient QoL (Kansas City Cardiomyopathy Questionnaire [KCCQ] score compared to baseline, and increase in KCCQ score ≥ 5 points) that were published during January 2000–August 2022. The meta-analysis was performed using the inverse variance method and random-effects model. INPLASY registration: INPLASY202290023.ResultsSixteen studies (9 recent RCTs) were included, and a total of 16,710 HFmrEF or HFpEF patients were enrolled. SGLT2 inhibitors significantly reduced composite cardiovascular outcome (CV death/HHF/urgent visit for HF; pooled hazard ratio [HR]: 0.80, 95% confidence interval [95%CI]: 0.74–0.86) and HHF alone (HR: 0.74, 95%CI: 0.67–0.82), but there was no significant reduction in CV death alone (HR: 0.93, 95%CI: 0.82–1.05). Benefit of SGLT2 inhibitors for decreasing CV death/HHF was observed across all subgroups, including left ventricular ejection fraction (LVEF) range, diabetes status, New York Heart Association functional class, and baseline renal function. For total HHF, SGLT2 inhibitors conferred benefit in both LVEF 50–60% (HR: 0.64, 95%CI: 0.54–0.76), and LVEF >60% (HR: 0.84, 95%CI: 0.71–0.98). Significant change was observed in the KCCQ-clinical summary score compared to baseline (mean difference: 1.33, 95%CI: 1.31–1.35), and meaningful improvement in QoL was shown across all 3 types of increase in KCCQ score ≥ 5 points.ConclusionThis study demonstrates the benefits of SGLT2 inhibitors for improving cardiovascular outcomes and QoL in HFmrEF or HFpEF patients.</p
Components of the Atrial fibrillation Better Care pathway for holistic care of patients with atrial fibrillation:a win ratio analysis from the COOL-AF registry
AIMS: Compliance with integrated care based on the Atrial fibrillation Better Care (ABC) pathway has been associated with improved clinical outcomes. The primary objective of this study was to compare clinical outcomes of AF patients according to the compliant status of each component of the ABC pathway in a hierarchical win ratio approach. METHODS AND RESULTS: We studied AF patients in the COOL-AF registry. Each patient was followed every 6 months until 3 years. A win ratio analysis was performed, as not all clinical outcomes are equivalent. The hierarchical outcomes were (1) all-cause death, (2) intracranial haemorrhage (ICH), (3) ischaemic stroke/systemic embolism, (4) non-ICH major bleedings, and (5) acute myocardial infarction or heart failure. We also assessed win ratio and win proportion variance over the follow-up time, and the variations over time. A total of 3405 patients (mean age 67.8 ± 11.3; 41.8% female) were studied. Win ratio of ABC-compliant (all three components) vs. ABC-not-compliant was 1.57 (1.35-1.83), P < 0.001. When adding time in therapeutic range (TTR) data for compliant criteria for those who were on warfarin, the win ratio increased to 2.28 (1.89-2.75), P < 0.001. The A-compliant group (plus TTR data), B-compliant, and C-compliant had the win ratio of 1.81 (1.51-2.12), 1.82 (1.53-2.16), and 1.39 (1.18-1.62), all P < 0.001, compared to not compliant group. CONCLUSION: Management of AF patients according to each component of the ABC pathway is associated with better clinical outcomes compared to those non-compliant to ABC pathway. This finding underscores the importance of a holistic management approach strategy for AF patients.</p
Relation of changes in ABC pathway compliance status to clinical outcomes in patients with atrial fibrillation: A report from the COOL-AF registry
AIM: The Atrial fibrillation Better Care (ABC) pathway provides a framework for holistic care management of atrial fibrillation (AF) patients. This study aimed to determine the impact of changes in compliance to ABC pathway management on clinical outcomes.METHODS: This is a prospective multicenter AF registry. Patients with non-valvular AF were enrolled and follow-up for 3 years. Baseline and follow-up compliance to the ABC pathway was assessed. The main outcomes were all-cause death, ischemic stroke/systemic embolism (SSE), major bleeding, and heart failure.RESULTS: There studied 3096 patients (mean age 67.6 ± 11.1 years, 41.8% female). Patients were categorized into 4 groups: Group 1: ABC compliant at baseline and 1 year [n = 1022 (33.0%)]; Group 2: ABC non-compliant at baseline but compliant at 1 year [n = 307 (9.9%)]; Group 3: ABC compliant at baseline and non-compliant at 1 year [n = 312 (10.1%)]; and Group 4: ABC non-compliant at baseline and also at 1 year [n = 1455 (47.0%)]. The incidence rates (95% confidence intervals, CI) of the composite outcome for Group 1 to 4 were 5.56 (4.54-6.74), 7.42 (5.35-10.03), 9.74 (7.31-12.70), and 11.57 (10.28-12.97), respectively. With Group 1 as a reference, Group 2-4 had hazard ratios (95% CI) of the composite outcome of 1.32 (0.92-1.89), 1.75 (1.26-2.43), and 2.07 (1.65-2.59), respectively.CONCLUSION: Re-evaluation of compliance status of the ABC pathway management is needed to optimize integrated care management and improve clinical outcomes. AF patients who were ABC pathway compliant at baseline and also at follow-up had the best clinical outcomes.</p
