Impact of Patient Gender on Radiomics Predictions for Lung Artery Thrombus
By
Lea Ehrhardt
Georg Hille
Ehsan Amini
Alexey Surov
Jan Borggrefe
Patrique Fiedler
Sylvia Saalfeld
June 4, 2026
Objective: To investigate the impact of sex on radiomics-based prediction of mortality and troponin levels in acute pulmonary embolism (APE) patients.
Approach: Key Findings: Previous studies show conflicting results regarding the influence of sex on mortality in APE. The study aims to clarify the role of sex in predicting mortality and troponin levels using radiomics. Interpretation: Remove this section as it contains unsupported claims.
Limitations: The dataset was limited to 200 patients for the main analysis, which may affect generalizability. Manual segmentation of lung thrombus was required for some cases, which could introduce bias. Conclusion: The study seeks to enhance understanding of sex-related differences in APE outcomes through radiomics analysis.