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Real‐time fetal brain and placental T2* mapping at 0.55T MRI
Author(s) -
Aviles Verdera Jordina,
Neves Silva Sara,
Payette Kelly M.,
TomiTricot Raphael,
Hall Megan,
Story Lisa,
Malik Shaihan J.,
Hajnal Joseph V.,
Rutherford Mary A.,
Hutter Jana
Publication year - 2025
Publication title -
magnetic resonance in medicine
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.696
H-Index - 225
eISSN - 1522-2594
pISSN - 0740-3194
DOI - 10.1002/mrm.30497
Subject(s) - medicine , cohort , fetus , placenta , segmentation , magnetic resonance imaging , gestational age , pregnancy , biomarker , reproducibility , nuclear medicine , artificial intelligence , radiology , pathology , computer science , biology , genetics , biochemistry , statistics , mathematics
ABSTRACT Purpose To provide real‐time, organ‐specific quantitative information — specifically placental and fetal brain T2 * — to optimize and personalize fetal MRI examinations. Methods A low‐latency setup enables real‐time processing, including segmentation, T2* fitting, and centile calculation. Two nnU‐Nets were trained on 2 989 fetal brains, and 540 placental datasets for automatic segmentation. Normative T2* curves over gestation were derived from 88 healthy cases. Prospective testing included 50 fetal MRI scans: A validation cohort (10 exams with three intra‐scan repetitions) and an evaluation cohort (40 participants). Validation was performed with Bland‐Altman assessments and Dice coefficients between repetitions, manual/automatic segmentations, and online/offline quantification. Results T2* maps and centiles for the fetal brain and placenta were available in under one minute for all cases. The validation cohort showed robust reproducibility, with intra‐scan mean T2* differences of 1.04, −3.17, and 5.07 ms for the fetal brain and −3.15, 4.74, and 2.45 ms for the placenta. Mean T2* differences between online and offline processing were 1.63 ms and 0.16 ms for the fetal brain and placenta, respectively. Dice coefficients were0 . 84 ± 0 . 02 $$ 0.84\pm 0.02 $$ for the placenta and0 . 96 ± 0 . 01 $$ 0.96\pm 0.01 $$ for the fetal brain. Conclusions Real‐time quantitative imaging supports personalized MR exams, optimizing sequence selection and working towards reducing recall rates. The ability to assess T2*, a potential biomarker for pregnancy complications, in real‐time opens new clinical possibilities. Future research will apply this pipeline to pregnancies affected by preeclampsia and growth restriction and explore MR‐guided fetal interventions.
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