Daily Cardiology Research Analysis
Three notable cardiology studies stood out today: an AI-enhanced ECG model identified a continuous sex-related risk signal that pinpoints women at elevated cardiovascular risk; a nationwide Medicare analysis found surgical AVR confers superior 5-year outcomes versus TAVR in low- and intermediate-risk older adults despite higher in-hospital risk; and a large OHCA registry showed survival benefits from bystander CPR persist even when started 8–9 minutes after collapse.
Summary
Three notable cardiology studies stood out today: an AI-enhanced ECG model identified a continuous sex-related risk signal that pinpoints women at elevated cardiovascular risk; a nationwide Medicare analysis found surgical AVR confers superior 5-year outcomes versus TAVR in low- and intermediate-risk older adults despite higher in-hospital risk; and a large OHCA registry showed survival benefits from bystander CPR persist even when started 8–9 minutes after collapse.
Research Themes
- AI-enabled risk stratification and sex differences
- Long-term comparative effectiveness of SAVR vs TAVR
- Public health impact of bystander CPR timing
Selected Articles
1. Artificial intelligence-enhanced electrocardiography for the identification of a sex-related cardiovascular risk continuum: a retrospective cohort study.
Using over 1.2 million ECGs for derivation and external validation in UK Biobank, an AI-ECG model produced a continuous sex discordance score that identified women at higher risk of cardiovascular death and incident HF/MI, while no association was seen in men. The score also tracked “male-like” cardiac and body composition phenotypes in at-risk women.
Impact: Introduces a scalable, externally validated AI biomarker that reveals sex-specific cardiovascular risk heterogeneity and could enable earlier prevention in women.
Clinical Implications: Clinicians could use AI-ECG sex discordance to flag women with normal ECGs but elevated latent risk for intensified risk factor control, surveillance, or referral for advanced imaging.
Key Findings
- AI-ECG sex classification achieved AUC 0.943 (BIDMC) and 0.971 (UK Biobank).
- Higher sex discordance score predicted cardiovascular death in women (HR 1.78 BIDMC; 1.33 UKB) but not in men.
- Women with higher discordance had greater future HF/MI risk and exhibited male-like cardiac (higher LV mass/volumes) and non-cardiac phenotypes (more muscle, less fat).
Methodological Strengths
- Very large derivation dataset with rigorous external validation in an independent population
- Clear, clinically relevant endpoints (cardiovascular death, HF/MI) and phenotype concordance across cohorts
Limitations
- Retrospective design with potential residual confounding and selection biases
- Generalizability beyond studied health systems and ancestries requires prospective validation
Future Directions: Prospective implementation trials to test risk-guided prevention in women, mechanistic studies linking ECG features to sex-specific cardiac remodeling, and fairness audits across ancestries.
BACKGROUND: Females are typically underserved in cardiovascular medicine. The use of sex as a dichotomous variable for risk stratification fails to capture the heterogeneity of risk within each sex. We aimed to develop an artificial intelligence-enhanced electrocardiography (AI-ECG) model to investigate sex-specific cardiovascular risk. METHODS: In this retrospective cohort study, we trained a convolutional neural network to classify sex using the 12-lead electrocardiogram (ECG). The Beth Israel Deaconess Medical Center (BIDMC) secondary care dataset, comprising data from individuals who had clinically indicated ECGs performed in a hospital setting in Boston, MA, USA collected between May, 2000, and March, 2023, was the derivation cohort (1 163 401 ECGs). 50% of this dataset was used for model training, 10% for validation, and 40% for testing. External validation was performed using the UK Biobank cohort, comprising data from volunteers aged 40-69 years at the time of enrolment in 2006-10 (42 386 ECGs). We examined the difference between AI-ECG-predicted sex (continuous) and biological sex (dichotomous), termed sex discordance score. FINDINGS: AI-ECG accurately identified sex (area under the receiver operating characteristic 0·943 [95% CI 0·942-0·943] for BIDMC and 0·971 [0·969-0·972] for the UK Biobank). In BIDMC outpatients with normal ECGs, an increased sex discordance score was associated with covariate-adjusted increased risk of cardiovascular death in females (hazard ratio [HR] 1·78 [95% CI 1·18-2·70], p=0·006) but not males (1·00 [0·63-1·58], p=0·996). In the UK Biobank cohort, the same pattern was seen (HR 1·33 [95% CI 1·06-1·68] for females, p=0·015; 0·98 [0·80-1·20] for males, p=0·854). Females with a higher sex discordance score were more likely to have future heart failure or myocardial infarction in the BIDMC cohort and had more male cardiac (increased left ventricular mass and chamber volumes) and non-cardiac phenotypes (increased muscle mass and reduced body fat percentage) in both cohorts. INTERPRETATION: Sex discordance score is a novel AI-ECG biomarker capable of identifying females with disproportionately elevated cardiovascular risk. AI-ECG has the potential to identify female patients who could benefit from enhanced risk factor modification or surveillance. FUNDING: British Heart Foundation.
2. Surgical vs Transcatheter Aortic Valve Replacement in Patients 65 Years of Age and Older.
In a 159,112-patient Medicare cohort, SAVR had higher in-hospital risk but delivered better 5-year freedom from death, stroke, or valve reintervention than TAVR in low- and intermediate-risk patients, alongside lower stroke readmissions. Pacemaker implantation was more frequent after TAVR across strata.
Impact: Provides contemporary, risk-stratified real-world evidence to inform Heart Team decisions for older adults, challenging assumptions about universal TAVR predominance.
Clinical Implications: For low/intermediate-risk older adults, SAVR should be discussed as it may yield superior 5-year outcomes despite higher perioperative risk; device selection must weigh pacemaker risk with TAVR.
Key Findings
- Across risk strata, SAVR had higher adjusted in-hospital mortality, AKI, and bleeding, but lower pacemaker implantation than TAVR.
- At 5 years, SAVR improved freedom from composite death/stroke/reintervention in low- and intermediate-risk groups (HR 0.85 and 0.86 vs TAVR).
- Stroke readmissions were lower with SAVR in low- and intermediate-risk patients (HR 0.72 and 0.78).
Methodological Strengths
- Very large national dataset with rigorous inverse probability weighting and competing-risk time-to-event modeling
- Risk stratification incorporating comorbidities and frailty for clinically relevant comparisons
Limitations
- Observational design with residual confounding and device/procedural heterogeneity not fully captured
- Generalizability limited to Medicare-age US population and 2018–2022 device generations
Future Directions: Prospective comparative effectiveness in specific anatomic/physiologic subgroups, strategies to mitigate SAVR perioperative risk, and device iteration studies to reduce TAVR pacemaker rates.
BACKGROUND: Approval of transcatheter aortic valve replacement (TAVR) for all risk profiles has extended TAVR use in patients not otherwise examined in clinical trials. We sought to evaluate contemporary real-world outcomes of surgical aortic valve replacement (SAVR) vs TAVR in Medicare beneficiaries by risk strata. METHODS: Using the US Centers for Medicare Services database, all patients aged 65-85 years undergoing isolated first-time SAVR (n = 34,215) or TAVR (n = 124,897) were evaluated (2018-2022). Predicted patient risk accounting for comorbidities simulating The Society of Thoracic Surgeons predicted risk of surgical mortality, but including frailty, were stratified by low (<4%, n = 36,297 TAVR; n = 14,693 SAVR), intermediate (4%-8%, n = 44,026 TAVR; n = 9693 SAVR), or high (>8%, n = 44,574 TAVR; n = 9841 SAVR) risk. Doubly robust risk adjustment with inverse probability weighting and multilevel regression with competing-risk time-to-event analyses compared outcomes. RESULTS: SAVR was associated with higher risk-adjusted in-hospital mortality, acute kidney injury, and bleeding but lower pacemaker rate compared with TAVR across all risk strata (all P < .05). Longitudinal 5-year analysis highlighted that, compared with TAVR, SAVR was associated with superior freedom from composite death, stroke, or valve reintervention in low- and intermediate-risk patients (hazard ratio [HR] 0.85, P = .044, and HR 0.86, P = .039, respectively) as well as lower overall readmission for stroke in low- (HR 0.72, P = .038) and intermediate- (HR 0.78, P = .042) risk patients. CONCLUSIONS: In low- and intermediate-risk Medicare beneficiaries, SAVR was associated with higher in-hospital mortality but superior 5-year longitudinal freedom from death, stroke, or valve reintervention compared to TAVR. These data may further enhance heart team decision-making and patient counseling.
3. Time to bystander CPR and survival for witnessed out-of-hospital cardiac arrest.
In 194,807 witnessed OHCAs, bystander CPR improved survival to discharge and neurological outcomes even when initiated 8–9 minutes after collapse, with no benefit at ≥10 minutes. The survival association decreased progressively with longer delays, reinforcing the imperative of immediate CPR.
Impact: Provides actionable, time-binned survival estimates that can inform dispatcher-assisted CPR protocols, public training, and AED placement strategies.
Clinical Implications: Dispatchers should persist in coaching CPR up to 9 minutes after collapse; public health messaging can emphasize that starting CPR late is still beneficial within this window.
Key Findings
- Bystander CPR was associated with higher survival when initiated within 0–1, 2–3, 4–5, 6–7, and 8–9 minutes versus no CPR.
- No survival benefit was observed when bystander CPR started at ≥10 minutes.
- A graded, inverse relationship exists between delay to CPR initiation and both survival to discharge and favorable neurological survival.
Methodological Strengths
- Very large, contemporary national registry spanning a decade with hierarchical modeling
- Time-binned exposure analysis enabling practical protocol guidance
Limitations
- Potential misclassification of time intervals and unmeasured confounding inherent to registry data
- Findings apply to witnessed arrests and may not generalize to unwitnessed events
Future Directions: Evaluate dispatcher-assisted CPR quality within time windows, integrate smartphone crowd responder activation, and model AED deployment strategies aligned with the 9-minute benefit window.
BACKGROUND: Cardiopulmonary resuscitation (CPR) for out-of-hospital cardiac arrest (OHCA) is associated with higher survival. The association between time to bystander CPR at different time thresholds, compared with those with no bystander CPR, is less clear. METHODS: Within the Cardiac Arrest Registry to Enhance Survival, we identified 194,807 witnessed OHCAs during 2013-2023. Multivariable hierarchical logistic regression was used to evaluate the association between each time interval for initiation of bystander CPR (0-1, 2-3, 4-5, 6-7, 8-9, 10 + minutes), compared with no bystander CPR, for survival to discharge and favorable neurological survival (i.e. without severe neurological deficits). RESULTS: The mean age was 64.4 ± 15.9 years, and 33.8% were female. Bystander CPR was provided in 48.4% of cases, with a median initiation time of 2 min (IQR: 1-5). Overall, 15.3% survived to discharge, and 12.9% had favorable neurological survival. Compared with no bystander CPR, survival to discharge was higher for patients with bystander CPR initiated at 0-1 min (OR 1.78 [95% CI: 1.73-1.84]), 2-3 min (OR 1.57 [1.51-1.64]), 4-5 min (OR 1.23 [1.17-1.30]), 6-7 min (OR 1.25 [1.15-1.35]), and 8-9 min (OR 1.13 [1.03-1.25]), but no survival association was seen at ≥ 10 min (OR 0.80 [0.74-0.86]). A similar pattern was observed for neurological survival. CONCLUSIONS: Compared with no bystander CPR, bystander CPR was associated with improved survival even when started at 8 to 9 min. Given that there is a graded, inverse relationship between time to bystander CPR and survival, these findings underscore the urgency of immediate bystander CPR initiation to optimize OHCA survival.