CT and MRI radiomics in cardiovascular risk prediction: a systematic review and meta-analysis by the EuSoMII Radiomics Auditing Group - Summary - MDSpire
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CT and MRI radiomics in cardiovascular risk prediction: a systematic review and meta-analysis by the EuSoMII Radiomics Auditing Group
To conduct a systematic review of studies applying radiomics to CT and MRI for cardiac disease evaluation and perform a meta-analysis of their diagnostic accuracy, focusing on cardiovascular events prediction from studies published up to March 2025.
Key Findings:
The median METRICS score for the evaluated studies was low, indicating poor methodological quality.
The meta-analysis provided pooled AUC values for the diagnostic accuracy of radiomics in predicting cardiovascular events, specifically [insert specific AUC values].
Interpretation:
The findings highlight the potential of radiomics in cardiovascular risk prediction but emphasize the need for improved methodological standards in research.
Limitations:
Heterogeneity in study methodologies may affect the reliability of results, particularly in terms of varying definitions and measurement techniques.
Limited number of studies meeting inclusion criteria for meta-analysis.
Conclusion:
Enhancing methodological quality through tools like METRICS is essential for advancing the clinical application of radiomics in cardiovascular imaging, thereby improving diagnostic accuracy and patient outcomes.
