Modified small vessel disease score as the top predictor of stroke outcome after thrombectomy: a CT-based machine learning study - Report - MDSpire

Modified small vessel disease score as the top predictor of stroke outcome after thrombectomy: a CT-based machine learning study

  • By

  • Thiago Oscar Goulart

  • Rui Kleber do Vale Martins-Filho

  • Millene Rodrigues Camilo

  • Daniel Giansante Abud

  • Octávio Marques Pontes-Neto

  • June 23, 2026

  • 0 min

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Clinical Report: Enhanced prediction of stroke outcomes post-thrombectomy

Overview

This study evaluates the predictive capability of the modified Small Vessel Disease (mSVD) score in forecasting 90-day outcomes following mechanical thrombectomy (MT) for ischemic stroke due to large vessel occlusion. The findings indicate that mSVD is a significant independent predictor of unfavorable outcomes.

Background

Mechanical thrombectomy has been established as an effective treatment for acute ischemic stroke caused by large vessel occlusion. Despite its efficacy, approximately 50% of patients do not achieve favorable functional outcomes post-procedure. Understanding predictors of these outcomes is crucial for improving patient selection and treatment strategies.

Data Highlights

VariableOutcome
mSVD Score = 3Favorable outcome: 15.53%, Poor outcome: 84.47%
mSVD Score = 0Favorable outcome: 89.23%, Poor outcome: 10.77%
AUC for mSVD0.904
AUC for BFS0.889
AUC for individual CT indicators0.898
Supplementary model AUC0.954

Key Findings

  • Severe mSVD (score = 3) is an independent predictor of unfavorable outcomes (OR = 3.267; CI: 1.731–6.168; p = 0.009).
  • mSVD outperformed BFS and individual CT indicators in predicting outcomes (AUC = 0.904 vs. 0.889/0.898).
  • Adverse outcomes were associated with advanced age, elevated NIHSS, systolic blood pressure, glycemia, and increased severity of leukoaraiosis and atrophy.
  • The likelihood of a favorable outcome significantly decreased with higher mSVD scores.
  • Incorporating mSVD into initial CT assessments may enhance risk stratification.

Clinical Implications

The mSVD score provides prognostic information in the assessment of patients undergoing mechanical thrombectomy for ischemic stroke.

Conclusion

The modified Small Vessel Disease score is a predictor of post-thrombectomy outcomes.

Related Resources & Content

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  5. 2026 Guideline for the Early Management of Patients With Acute Ischemic Stroke - Professional Heart Daily | American Heart Association
  6. Total cerebral small vessel disease burden and stroke outcomes in large vessel occlusion stroke receiving endovascular treatment: A systematic review and meta-analysis
  7. 2026 Guideline for the Early Management of Patients With Acute Ischemic Stroke - Professional Heart Daily | American Heart Association
  8. Total cerebral small vessel disease burden and stroke outcomes in large vessel occlusion stroke receiving endovascular treatment: A systematic review and meta-analysis - ScienceDirect

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