Heart failure & cardiomyopathiesDiagnostic or prognostic study

Non-invasive estimation of right atrial pressure using magnetic resonance imaging: a development and validation study

Eur Heart J Cardiovasc ImagingPublished

  • development and validation study
  • independent held-out test-set cohort stratified by right atrial pressure (RAP) category

Authors' conclusion

An MRI model incorporating abdominal venous and hepatic tissue biomarkers provides a clinically useful, well-calibrated approach for estimating invasive RAP.

Study context

Population
Adults who underwent clinically indicated magnetic resonance imaging (MRI) and right heart catheterization within 48 h between 2016 and 2025development 125 · held-out test-set cohort 56
Participants
181 adults
Comparison
MRI-based model for predicting invasive RAP
  • developmentn = 125
  • held-out test-set cohortn = 56

Further findings

Model performance, development cohort

adjusted R2
0.698
residual standard deviation
2.58 mmHg
remained consistent across three internal validation approaches

Held-out test-set validation

R2
0.621
root-mean-square error
2.78 mmHg
mean absolute error
2.07 mmHg
concordance coefficient
0.777

Calibration in the testing set

intercept
+ 0.18
slope
0.92
integrated calibration index
0.65 mmHg

Discrimination for elevated RAP

area under the curve (>5 mmHg)
0.749
area under the curve (>10 mmHg)
0.949
area under the curve (>15 mmHg)
0.965

Original publication

Non-invasive estimation of right atrial pressure using magnetic resonance imaging: a development and validation study. Eur Heart J Cardiovasc Imaging. Published 30 August 2026. doi:10.1093/ehjci/jeag205

Summarised from the published abstract; every number is checked against it