Association of Radiomic Features of ADC and IVIM Placental maps with Clinical Outcomes in Normal and Hypertensive Pregnancies

Motivation: Chronic hypertension (cHTN) is associated with adverse pregnancy outcomes. Radiomic analysis of MR images has the potential for early outcome prediction before the onset of clinical disease. Goal(s): To correlate MR radiomic features derived from diffusion-weighted imaging (DWI) with maternal condition (cHTN) and pregnancy outcomes (preeclampsia with severe features, small for gestational age). Approach: We performed ROI-based radiomic analysis on prospectively collected apparent diffusion coefficient (ADC) and intravoxel incoherent motion (IVIM) maps derived from the same DWI acquisition in normal and cHTN pregnancies. Results: Several radiomic features significantly differed between normal and cHTN pregnancies. Impact: Magnetic resonance imaging based radiomics of DWI data can distinguish pregnancies with normal from chronic hypertension pregnancies. Future work to correlate with pregnancy outcomes offers the potential for early risk assessment and improved obstetric management.

Authors

Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2025-09-16
DOI
https://doi.org/10.58530/2025/2145
Primary Topic
Pregnancy and preeclampsia studies
Type
article
Field-Weighted Citation Impact
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article

Association of Radiomic Features of ADC and IVIM Placental maps with Clinical Outcomes in Normal and Hypertensive Pregnancies

Diane M. Twickler, Matthew A. Lewis, David M. Owen, Christina L. Herrera et al.
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Pregnancy and preeclampsia studies
article

Association of Radiomic Features of ADC and IVIM Placental maps with Clinical Outcomes in Normal and Hypertensive Pregnancies

Diane M. Twickler, Matthew A. Lewis, David M. Owen, Christina L. Herrera, Yin Xi, Baowei Fei, Catherine Y. Spong, Quyen Do
article en

Abstract

Motivation: Chronic hypertension (cHTN) is associated with adverse pregnancy outcomes. Radiomic analysis of MR images has the potential for early outcome prediction before the onset of clinical disease. Goal(s): To correlate MR radiomic features derived from diffusion-weighted imaging (DWI) with maternal condition (cHTN) and pregnancy outcomes (preeclampsia with severe features, small for gestational age). Approach: We performed ROI-based radiomic analysis on prospectively collected apparent diffusion coefficient (ADC) and intravoxel incoherent motion (IVIM) maps derived from the same DWI acquisition in normal and cHTN pregnancies. Results: Several radiomic features significantly differed between normal and cHTN pregnancies. Impact: Magnetic resonance imaging based radiomics of DWI data can distinguish pregnancies with normal from chronic hypertension pregnancies. Future work to correlate with pregnancy outcomes offers the potential for early risk assessment and improved obstetric management.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Openalex Percentile: Top 70%
Pregnancy and preeclampsia studies
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Association of Radiomic Features of ADC and IVIM Placental maps with Clinical Outcomes in Normal and Hypertensive Pregnancies — Diane M. Twickler, Matthew A. Lewis, et al. · Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition (2025) | TGRS Research Map | TGRS