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Smart Medical Imaging / Fetal & Placental MRI

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Key Concepts to Memorize

Central research question: "Pregnancy as a window into the future"


  • Why do 8% of all pregnancies end before the 37th week (preterm birth)?
  • Preterm birth = single biggest cause of neonatal mortality and morbidity; costs 3.4 billion £
  • Pre-eclampsia = leading cause of maternal death in the world; gives mother 8× increased cardiovascular risk
  • Preterm birth → high risk of lifelong neurodevelopmental & motoric disability

The placenta:


  • Only connection between mother and baby
  • Least studied organ — also the only transient organ in the human body
  • Functions: O2/nutrient delivery (high O2 content via spiral arteries), waste clearance
  • In pre-eclampsia: damaged villous trees + non-remodelled spiral arteries

sMRT Lab — 4 research focuses:


1. Bespoke imaging guided by clinical questions

2. Sensor control & real-time AI

3. Dedicated analysis & individualized prediction

4. Translation & prospective clinical studies


T2\ mapping for placental oxygenation:**


  • Oxygenated vs. deoxygenated haemoglobin have different T2\* relaxation times
  • Acquisition at multiple echo times (TE) → monoexponential fitting
  • Long T2 → high O2 content; Short T2 → low O2 content
  • Pre-eclamptic placentas show significantly lower T2\* values

Key imaging challenges in pregnancy:


  • Motion (fetal movement, contractions)
  • Size/distance
  • Safety limitations for in-utero imaging
  • Artifacts
  • Complex dynamic events

Motion correction in fetal MRI:


  • "Snapshot" 2D sequences (<200 ms) freeze motion in individual slices
  • Multiple stacks acquired in several directions
  • 3D reconstruction using Super-Resolution + Deep Learning

Preterm birth prediction model:


  • Combines: placental T2, brain T2, US UtA PI value, previous preterm birth history
  • Processing time reduced from several hours to 10 minutes (with AI)
  • Achieves R² > 0.7, RMSE < 2 weeks gestational age