Global Spine Journal 2025, Vol. 0(0) 1–15
DOI: 10.1177/21925682251328285
This study investigates the predictors of mechanical failure in adult spinal deformity surgery, highlighting the significance of the GAP score and Roussouly type restoration in minimizing complications. A proper post-operative GAP Score and spinal alignment restoration are crucial for reducing mechanical failure rates.
Study Design and Methods
• Retrospective cohort study with a 5-year follow-up on adult spinal deformity cases.
• Inclusion criteria: Patients over 18, with at least 4 vertebrae fused.
• Data collected: Demographic, surgical, spinopelvic parameters, and complications.
Key Findings
• Mechanical Complications: Revision surgery rate was 40.6%.
• Higher post-operative GAP scores linked to increased junctional failure risk.
• Roussouly Type Restoration: Failure to restore original type increases mechanical failure risk.
Predictive Analysis
• GAP Score and Roussouly Type are top predictors for mechanical failure.
• Gradient Boosting model showed high predictive accuracy (ASE 0.073).
• Kaplan-Meier Analysis: Higher GAP scores linked to earlier junctional failures.
Recommendations
• Surgical Planning: Restore original Roussouly type and achieve proper lumbar lordosis.
• Avoid Pelvic Retroversion: Ensure proper global balance.
Statistical Analysis
• Logistic regression confirmed GAP score and Roussouly type as significant predictors.
• ROC Curves: Moderate association between GAP score and revision surgery need.
Limitations
• Retrospective design with potential selection bias.
• Asymmetrical sample size of GAP score groups.
Level of Evidence
3 retrospective cohort study







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