Multidimensional cardiac functional phenotyping beyond ejection fraction: a multimodality imaging framework for cardiovascular care - Summary - MDSpire

Multidimensional cardiac functional phenotyping beyond ejection fraction: a multimodality imaging framework for cardiovascular care

  • By

  • Yuan Li

  • Yujian Liu

  • July 7, 2026

  • 0 min

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Objective:

To propose a five-dimensional, phenotype-oriented multimodality imaging framework for cardiovascular care that integrates various aspects of cardiac function beyond left ventricular ejection fraction (LVEF).

Approach:
  • Framework Development: The review synthesizes multimodality imaging evidence into a five-dimensional framework encompassing pump function, myocardial deformation, diastolic function, flow dynamics, and tissue characterization.
  • Stepwise Escalation Strategy: A selective stepwise escalation strategy is proposed, starting with standard echocardiography and advancing to other imaging modalities as clinically indicated.
Key Findings:
  • LVEF alone is insufficient for capturing the complexity of cardiac physiology and may miss early myocardial dysfunction.
  • Multidimensional functional phenotyping can refine disease characterization and risk stratification in various cardiac conditions.
  • The integration of biomarkers across five domains may provide a more comprehensive understanding of cardiac dysfunction.
Interpretation:

The proposed framework aims to enhance the interpretability and clinical utility of multimodality imaging in cardiovascular management by organizing assessments around functional phenotypes.

Limitations:
  • Practical barriers to implementation include cost-effectiveness, workflow burden, vendor variability, and limited standardization of advanced imaging techniques.
  • The need for interpretable and externally validated AI-based integration is highlighted.
Conclusion:

The review emphasizes the importance of a structured approach to cardiac functional assessment that prioritizes clinically actionable interpretations over indiscriminate use of imaging modalities.

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