Analysis of risk factors for hemorrhagic transformation after mechanical thrombectomy in acute anterior circulation large vessel occlusion stroke and construction of a nomogram prediction model - Summary - MDSpire

Analysis of risk factors for hemorrhagic transformation after mechanical thrombectomy in acute anterior circulation large vessel occlusion stroke and construction of a nomogram prediction model

  • By

  • Mujie Yao

  • Keqi Lei

  • Yue Wan

  • May 29, 2026

  • 0 min

Share

Objective:

To identify risk factors for hemorrhagic transformation (HT) after mechanical thrombectomy (MT) in patients with acute anterior circulation large vessel occlusion (LVO) and to develop a predictive nomogram.

Key Findings:
  • Six independent risk factors for HT were identified: history of alcohol consumption, history of leukoencephalopathy, elevated blood glucose-to-lymphocyte ratio (GLR), elevated D-dimer, elevated venous blood glucose, and reduced mean platelet volume (MPV).
  • The nomogram demonstrated an AUC of 0.880, sensitivity of 0.933, and specificity of 0.696.
  • Calibration curve analysis indicated good model fit.
Interpretation:

The constructed nomogram provides a reliable tool for individualized risk prediction of HT after MT in acute anterior circulation LVO stroke.

Limitations:
  • The study is retrospective and conducted at a single center, which may limit generalizability.
  • The requirement for informed consent was waived, which may raise ethical considerations.
Conclusion:

The identified risk factors and the developed nomogram can aid in predicting hemorrhagic transformation following mechanical thrombectomy.

Original Source(s)

Related Content