Evidence map›Paper›PMID 41834049›Full record

ArticleEcho research and practice2026

Clinical risk score for cardiac death or heart failure hospitalization in moderate aortic stenosis.

Jonathan Sen, Agus Salim, Dulari Hakamuwa Lekamlage, Sudhir Wahi, Thomas H Marwick

Abstract read
In one paragraph

Article in Echo research and practice, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Jonathan SenBaker Heart and Diabetes Institute, 75 Commercial Road, Melbourne, VIC, 3004, Australia.
Agus SalimBaker Heart and Diabetes Institute, 75 Commercial Road, Melbourne, VIC, 3004, Australia.
Dulari Hakamuwa LekamlageBaker Heart and Diabetes Institute, 75 Commercial Road, Melbourne, VIC, 3004, Australia.
Sudhir WahiPrincess Alexandra Hospital, Brisbane, QLD, Australia.
Thomas H MarwickBaker Heart and Diabetes Institute, 75 Commercial Road, Melbourne, VIC, 3004, Australia. tom.marwick@baker.edu.au.

Funding

National Health and Medical Research Council, Canberra Partnership grant (1149692)National Health and Medical Research Council, Canberra. Investigator grant (2008129)National Health and Medical Research Council of Australia Scholarship 1191044National Heart Foundation of Australia Scholarship 102578
6 · The paper itself

Abstract

backgroundThe association between moderate aortic stenosis (AS) and adverse cardiovascular outcomes is heterogeneous. Outcomes are likely dependent on clinical factors but no formal means of integrating these variables has been defined. This study aims to develop and validate a risk score to predict 5-year cardiac mortality or heart failure (HF)-related hospitalization in moderate AS.

methodsThis was a retrospective cohort study that included patients diagnosed with moderate AS. Patients with aortic valve intervention or severe AS were excluded at baseline and censored at follow up. Multivariable Cox proportional hazard model with LASSO penalty followed by a greedy selection algorithm was used to derive a risk score, which was then externally validated for predicting the 5-year composite risk of cardiac mortality or HF-related hospitalization.

resultsThe derivation cohort included 2,212 patients with moderate AS (mean age 73.4±11.0 years, 65.7% male) with median follow-up of 4.3 years (interquartile range: 1.7-5). The top 10 variables included in the risk score included 6 echocardiographic variables (left ventricular (LV) end-diastolic diameter, LV outflow tract velocity-time integral, E-wave, end-diastolic left ventricular posterior wall thickness and moderate/severe mitral regurgitation, moderate/severe tricuspid regurgitation) and 4 clinical variables (age, diastolic blood pressure, acute coronary syndrome, hyperlipidemia). The C-statistics for the score were 0.70 (95% CI: 0.67–0.76) in the internal validation dataset and 0.75 (95% CI: 0.70–0.79) in the external validation dataset (n = 1,141), demonstrating good predictive performance.

conclusionsThis moderate AS risk score, based on demographic and clinical features, as well as conventional echocardiographic parameters, predicts outcomes in patients with moderate AS. This quantification of risk may help with shared decision-making about possible interventions, planning the frequency of follow-up, and selecting candidates for potential randomized trials in this heterogeneous population.

Indexed as

Aortic stenosisModerate aortic stenosisRisk prediction

Identifiers

PMID41834049
PMCPMC12990625

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.