Factors affecting disc angle changes in oblique lateral interbody fusion: an analysis and predictive model development
10.3760/cma.j.cn121113-20240430-00260
- VernacularTitle:腰椎斜外侧椎间融合术后椎间角度变化的影响因素分析及预测模型构建
- Author:
Jingye WU
1
;
Tenghui GE
;
Guanqing LI
;
Jintao AO
;
Xuan ZHAO
;
Yuqing SUN
Author Information
1. 首都医科大学附属北京积水潭医院脊柱外科，北京 100035
- Keywords:
Spinal fusion;
Radiography;
Forecasting;
Machine learning;
oblique lateral interbody fusion
- From:
Chinese Journal of Orthopaedics
2024;44(18):1199-1206
- CountryChina
- Language:Chinese
-
Abstract:
Objective:To explore the factors affecting changes of disc angle (ΔDA) during oblique lateral interbody fusion (OLIF) and establish a predictive model of ΔDA.Methods:This retrospective study included 119 patients with 174 segments undergoing OLIF procedures between July 2017 and August 2019 in Beijing Jishuitan Hospital. 45 males and 74 females with an average age of 62.1±9.8 years (33-86 years) were included. The lordotic cages were all 6 degrees. Radiographic parameters included preoperative and postoperative disc angle (DA), disc height (DH), ΔDA on flexion-extension views (ΔDA-FE), cage location and cage inclination. Pearson correlation coefficient and machine-learning techniques were utilized to identify factors related to ΔDA. Based on machine leaning techniques, ten-fold cross-validation for model training and validation were used to develop a predictive linear model for ΔDA.Results:The average ΔDA was 3.9°±4.8° with preoperative disc angle (preoperative DA) of 5.3°±5.0°. The average change of posterior DH (ΔPDH) was 3.1±2.1 mm with preoperative posterior DH of 6.6±1.9 mm. The average change of anterior DH was 6.1±3.2 mm. Pearson correlation analysis showed a significant negative correlation between ΔDA and preoperative DA ( r=-0.713, P<0.001), cage location ( r=-0.183, P=0.016), and ΔDA-FE ( r=-0.153, P=0.044). PDH changes were significantly negatively correlated with preoperative PDH ( r=-0.444, P<0.001) and positively correlated with cage location ( r=0.218, P=0.004). ΔDA was 10.8°±3.2° for negative preoperative DA (indicating kyphotic), 5.0°±3.7° for preoperative DA between 0° and 6°, and 1.0°±4.1° for preoperative DA>6°. A predictive model was developed using ten-fold cross-validation, resulting in the formula ΔDA=7.9°-0.8×preoperative DA ( R=0.707, MAE=2.837). Conclusion:Disc angle changes in OLIF primarily depend on the preoperative disc angle, secondly on cage location. The predicting model based on machine-learning techniques using preoperative disc angle facilitates preoperative planning for OLIF procedures.
