Clinical software for unsupervised automated net water uptake analysis predicts futile recanalization in acute ischemic stroke - Scorecard - MDSpire
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Automated Analysis of Net Water Uptake via Clinical Software Predicts Ineffective Recanalization in Acute Ischemic Stroke Cases

  • By

  • Abdallah Aburub

  • Oussama Dob

  • Mariana Gurschi

  • Yashar Aghazadeh

  • Jumana Jaber

  • Zaid Al-Tamimi

  • Zaid Samhan

  • Lars Timmermann

  • Christopher Nimsky

  • Peter Sporns

  • Gabriel Broocks

  • André Kemmling

  • July 8, 2026

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Clinical Scorecard: Automated Analysis of Net Water Uptake via Clinical Software Predicts Ineffective Recanalization in Acute Ischemic Stroke Cases

At a Glance

CategoryDetail
ConditionAcute Ischemic Stroke (AIS)
Key MechanismsNet water uptake (NWU) reflects tissue-level injury and predicts clinical outcomes in anterior-circulation large vessel occlusion (LVO) stroke.
Target PopulationPatients with anterior circulation LVO treated with endovascular thrombectomy (EVT).
Care SettingTertiary care stroke center

Key Highlights

  • Automated NWU measurement on admission CT predicts futile recanalization (FR) in AIS.
  • Higher NWU correlates with poor functional outcomes at 90 days post-treatment.
  • A tiered NWU strategy may enhance early triage and prognostication.

Guideline-Based Recommendations

Diagnosis

  • Use automated NWU measurement on admission CT to assess stroke severity.

Management

  • Consider NWU thresholds (>11.5% as a risk flag, >17.5% for high specificity) for treatment decisions.

Monitoring & Follow-up

  • Monitor NWU to evaluate potential for FR and adjust treatment strategies accordingly.

Risks

  • Older age and higher NIHSS scores are associated with increased risk of FR.

Patient & Prescribing Data

Patients presenting with anterior circulation LVO stroke.

Automated NWU can guide treatment decisions and prognostication in EVT.

Clinical Best Practices

  • Implement automated NWU quantification in acute stroke triage.
  • Utilize NWU as a biomarker for assessing ischemic injury and predicting outcomes.

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