Literature DB >> 27105461

Predictive Model for Cervical Alignment and Malalignment Following Surgical Correction of Adult Spinal Deformity.

Peter G Passias1, Cheongeun Oh1, Cyrus M Jalai1, Nancy Worley1, Renaud Lafage2, Justin K Scheer3, Eric O Klineberg4, Robert A Hart5, Han Jo Kim2, Justin S Smith6, Virginie Lafage2, Christopher P Ames7.   

Abstract

STUDY
DESIGN: Retrospective review of prospective multicenter database.
OBJECTIVE: Use predictive modeling to identify patient characteristics, radiographic, and surgical variables that predict reaching an outcome threshold of suboptimal cervical alignment after adult spinal deformity (ASD) surgery. SUMMARY OF BACKGROUND DATA: Cervical deformity (CD) after ASD correction has been defined with the following criteria: T1S-CL>20°, C2-C7 SVA>40 mm, and/or C2-C7 kyphosis >10°. While studies have analyzed CD predictors, few have defined and identified predictors of optimal cervical alignment after thoracolumbar surgery.
METHODS: Inclusion criteria were surgical ASD patients with baseline and 2-year follow-up. Postoperative cervical alignment (CA) and malalignment (nonCA) at 2 years was defined with the following radiographic criteria: 0°≤T1S-CL≤20°, 0 mm≤C2-C7 SVA≤40 mm, or C2-C7 lordosis >0°. Three thresholds classifying malalignment were defined: (T1) missing 1 criterion, (T2) missing 2 criteria, (T3) missing 3 criteria. Multivariable logistic stepwise regression models with bootstrap resampling procedure were performed for demographic, surgical, and radiographic variables. The model was validated with receiver operative characteristic and area under the curve.
RESULTS: Two hundred twenty-five surgical ASD patients were included. At 2 years 208 patients (92.4%) were grouped as CA in T3, while 17 (7.6%) were nonCA. Patients were similar in age (CA: 56.10 vs. nonCA: 55.78 years, P = 0.150), BMI (CA: 26.93 vs. nonCA: 26.94 kg/m, P = 0.716), and sex (CA: 76.5% vs. nonCA: 87.0%, P = 0.194). The final predictive model included C2 slope, C2-T3 CL, T1S-CL, C2-C7 CL, Pelvic Tilt, C2-S1 SVA, PI-LL, and Smith-Peterson osteotomies number. In this model (area under the curve 89.22% [97.49-80.96%]), the following variables were identified as predictors of nonCA: increased Smith-Peterson osteotomies use (OR: 1.336, P = 0.017), and C2-T3 angle (OR: 1.048, P = 0.005).
CONCLUSION: This study created a statistical model that predicts poor 2-year postoperative cervical malalignment in ASD patients. T3 (patients not meeting all three alignment criteria) was the most effective threshold for modeling nonCA, and included increased baseline C2-T3 angle and increased Smith-Peterson osteotomies during index. LEVEL OF EVIDENCE: 3.

Entities:  

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Year:  2016        PMID: 27105461     DOI: 10.1097/BRS.0000000000001640

Source DB:  PubMed          Journal:  Spine (Phila Pa 1976)        ISSN: 0362-2436            Impact factor:   3.468


  7 in total

1.  Toward the Development of a Comprehensive Clinically Oriented Patient Profile: A Systematic Review of the Purpose, Characteristic, and Methodological Quality of Classification Systems of Adult Spinal Deformity.

Authors:  Kenny Yat Hong Kwan; J Naresh-Babu; Wilco Jacobs; Marinus de Kleuver; David W Polly; Caglar Yilgor; Yabin Wu; Jong-Beom Park; Manabu Ito; Miranda L van Hooff
Journal:  Neurosurgery       Date:  2021-05-13       Impact factor: 4.654

2.  The impact of osteotomy grade and location on regional and global alignment following cervical deformity surgery.

Authors:  Peter G Passias; Samantha R Horn; Tina Raman; Avery E Brown; Virginie Lafage; Renaud Lafage; Justin S Smith; Cole A Bortz; Frank A Segreto; Katherine E Pierce; Haddy Alas; Breton G Line; Bassel G Diebo; Alan H Daniels; Han Jo Kim; Alex Soroceanu; Gregory M Mundis; Themistocles S Protopsaltis; Eric O Klineberg; Douglas C Burton; Robert A Hart; Frank J Schwab; Shay Bess; Christopher I Shaffrey; Christopher P Ames
Journal:  J Craniovertebr Junction Spine       Date:  2019 Jul-Sep

3.  Prioritization of realignment associated with superior clinical outcomes for surgical cervical deformity patients.

Authors:  Katherine E Pierce; Peter Gust Passias; Avery E Brown; Cole A Bortz; Haddy Alas; Renaud Lafage; Oscar Krol; Dean Chou; Douglas C Burton; Breton Line; Eric Klineberg; Robert Hart; Jeffrey Gum; Alan Daniels; Kojo Hamilton; Shay Bess; Themistocles Protopsaltis; Christopher Shaffrey; Frank A Schwab; Justin S Smith; Virginie Lafage; Christopher Ames
Journal:  J Craniovertebr Junction Spine       Date:  2021-09-08

4.  Predictive model for achieving good clinical and radiographic outcomes at one-year following surgical correction of adult cervical deformity.

Authors:  Peter Gust Passias; Samantha R Horn; Cheongeun Oh; Gregory W Poorman; Cole Bortz; Frank Segreto; Renaud Lafage; Bassel Diebo; Justin K Scheer; Justin S Smith; Christopher I Shaffrey; Robert Eastlack; Daniel M Sciubba; Themistocles Protopsaltis; Han Jo Kim; Robert A Hart; Virginie Lafage; Christopher P Ames
Journal:  J Craniovertebr Junction Spine       Date:  2021-09-08

Review 5.  State-of-the-art reviews predictive modeling in adult spinal deformity: applications of advanced analytics.

Authors:  Rushikesh S Joshi; Darryl Lau; Justin K Scheer; Miquel Serra-Burriel; Alba Vila-Casademunt; Shay Bess; Justin S Smith; Ferran Pellise; Christopher P Ames
Journal:  Spine Deform       Date:  2021-05-18

6.  Artificial Intelligence for Adult Spinal Deformity.

Authors:  Rushikesh S Joshi; Alexander F Haddad; Darryl Lau; Christopher P Ames
Journal:  Neurospine       Date:  2019-12-31

7.  Redefining cervical spine deformity classification through novel cutoffs: An assessment of the relationship between radiographic parameters and functional neurological outcomes.

Authors:  Peter Gust Passias; Katherine E Pierce; Avery E Brown; Cole A Bortz; Haddy Alas; Renaud Lafage; Virginie Lafage; Breton Line; Eric O Klineberg; Douglas C Burton; Robert Hart; Alan H Daniels; Shay Bess; Bassel Diebo; Themistocles Protopsaltis; Robert Eastlack; Christopher I Shaffrey; Frank J Schwab; Justin S Smith; Christopher Ames
Journal:  J Craniovertebr Junction Spine       Date:  2021-06-10
  7 in total

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