Related Experiment Video
Updated: May 23, 2026

Isolation of Atrial Cardiomyocytes from a Rat Model of Metabolic Syndrome-related Heart Failure with Preserved Ejection Fraction
Published on: July 26, 2018
Stratifying prognosis in heart failure patients with reduced ejection fraction and atrial cardiomyopathy
Jung Chi Hsu1,2, Umbreen Nadeem3,4, Khalid Kazi3,4
1Division of Cardiology, Department of Internal Medicine, National Taiwan University Jinshan Branch, New Taipei City, Taiwan.
Insights
High FIND-AF risk indicates a worse prognosis for patients with heart failure with reduced ejection fraction (HFrEF) and atrial cardiomyopathy (AtCM) without atrial fibrillation (AF). This biomarker shows superior prediction of adverse outcomes compared to CHA2DS2-VASc.
Area of Science:
- Cardiology
- Heart Failure Research
- Biomarker Discovery
Background:
- The coexistence of atrial cardiomyopathy (AtCM) and heart failure with reduced ejection fraction (HFrEF) significantly impacts patient prognosis.
- Identifying reliable biomarkers is crucial for risk stratification in HFrEF patients, particularly those with underlying AtCM but without established atrial fibrillation (AF).
Purpose of the Study:
- To evaluate the prognostic value of the FIND-AF health records data biomarker.
- To assess the association of FIND-AF with adverse outcomes in patients diagnosed with HFrEF and AtCM, specifically excluding those with pre-existing AF.
Main Methods:
- Patients with HFrEF and AtCM without AF were identified from the ECG-HF registry and linked to clinical data.
- Atrial cardiomyopathy (AtCM) was defined using a multi-domain framework incorporating electrocardiographic and echocardiographic parameters.
- Patients were stratified into high and low-risk groups based on sex-specific FIND-AF thresholds. The primary outcome included incident AF, ischemic stroke, and all-cause mortality.
Main Results:
- The primary composite outcome occurred in 71.9% of high-risk FIND-AF patients versus 50.8% of low-risk patients (OR 2.48).
- High FIND-AF risk remained significantly associated with the composite outcome after adjustment (aOR 2.70).
- FIND-AF demonstrated superior discrimination for the composite outcome (AUC 0.735) and ischemic stroke (AUC 0.700) compared to CHA2DS2-VASc.
Conclusions:
- Elevated FIND-AF risk is linked to adverse prognosis in HFrEF patients with AtCM but no baseline AF.
- The FIND-AF biomarker shows potential for improved risk stratification beyond existing scores like CHA2DS2-VASc.
- Further external validation and prospective studies are warranted to confirm these exploratory findings.
Aims:
Co-existence of atrial cardiomyopathy (AtCM) and heart failure with reduced ejection fraction (HFrEF) has prognostic implications. We aimed to quantify the association of a health records data biomarker, FIND-AF, with outcomes in patients with HFrEF and AtCM without atrial fibrillation (AF).
Methods:
Patients with HFrEF and AtCM without AF at baseline were identified from the ECG-HF registry (2010-6) and linked to the territory-wide Clinical Data Analysis and Reporting System. AtCM was operationalized using a pragmatic multi-domain framework based on the 2025 clinical consensus statement of the Heart Failure Association of the ESC, using electrocardiographic and echocardiographic parameters. Patients were stratified into high and low risk by sex-specific FIND-AF thresholds. The primary outcome was a composite of incident AF, ischaemic stroke, and all-cause mortality. All patients were followed until 31 December 2019.
Results:
We included 164 patients (mean age 62.3 ± 13.0 years, 73.8% men). The primary outcome occurred in 23/32 (71.9%) high-risk vs 67/132 (50.8%) low-risk patients (OR 2.48, 95% CI 1.07-5.76; P = .035). In the model including both FIND-AF risk group and AtCM severity, high FIND-AF risk remained associated with the composite outcome (adjusted OR 2.70, 95% CI 1.14-6.40; P = .024). Compared with CHA2DS2-VASc, FIND-AF showed superior discrimination for the composite outcome (AUC .735 vs .641; DeLong P = .007) and ischaemic stroke (AUC .700 vs .575; DeLong P = .008).
Conclusions:
High FIND-AF risk is associated with adverse prognosis in a cohort of patients with HFrEF and AtCM but without baseline AF. These exploratory data require external validation and a prospective study.
Related Concept Videos
Heart Failure IV: Classification and Diagnostic Evaluation
Pathophysiology of Heart Failure
Cardiomyopathy V: Interprofessional Care
Heart Failure V: Medical Management
Cardiomyopathy III: Hypertrophic Cardiomyopathy
Heart Failure VI: Adjunct Therapies
