J Neurosurg. 2022 Nov 11;139(1):212-221. doi: 10.3171/2022.9.JNS221768. Print 2023 Jul 1.
Nerve transfer surgery has been a mainstay treatment of brachial plexus injury, with varying success rates. Patients undergoing unsuccessful surgery are left with a useless limb for at least 2 years. Preoperative prediction has become a topic of interest to avoid an unsuccessful nerve transfer surgery. This study aimed to find strong predictive factors and develop a prediction model for unsuccessful functional elbow flexion recovery 2 years after a nerve transfer surgery in patients with brachial plexus injury.
This retrospective study reviewed the medical records of 987 patients with traumatic brachial plexus injury who underwent brachial plexus surgery by five hand and microsurgery surgeons at a single tertiary care referral center from December 2001 to July 2018. Four hundred thirty-three patients were eligible for analysis. Patient demographic data, injury factors, surgical details, and postoperative factors were collected. Multivariable logistic regression was used to identify strong prognostic factors for unsuccessful nerve transfer surgery for elbow flexion. A simplified model was developed by rounding the coefficient to the nearest 0.5 score or an integer. Both original and simplified models were validated using the Hosmer-Lemeshow goodness-of-fit test and bootstrapping.
A full, original prognostic model from a stepwise backward logistic regression consisted of a BMI ≥ 23 kg/m2 (p = 0.015), smoking (p = 0.046), total arm-type injury (p = 0.033), donor nerve (p < 0.001), associated upper-extremity fracture (p = 0.013), and associated ipsilateral vascular injury (p = 0.095). The areas under the receiver operating characteristic curve of the original and simplified models were 0.765 and 0.766, respectively. The Hosmer-Lemeshow test showed good agreement of predicted and observed probability of the original (p = 0.49) and simplified (p = 0.19) models. Bootstrapping estimated an average optimism (1.9%) in the original model and minimal optimism (0.1%) in the simplified model.
The prediction model for failed elbow flexion recovery after nerve transfer surgery in traumatic brachial plexus injury was developed with good predictive value and internal validity. An alternative treatment, i.e., primary free functioning muscle transfer, should be offered in preoperative counseling in cases of a very high risk of failure.
神经转移手术一直是治疗臂丛损伤的主要方法,成功率不一。手术不成功的患者至少有 2 年时间肢体处于无用状态。术前预测已成为避免神经转移手术失败的研究课题。本研究旨在寻找强有力的预测因素,并为臂丛损伤患者神经转移手术后 2 年功能肘屈曲恢复失败建立预测模型。
本回顾性研究回顾了 2001 年 12 月至 2018 年 7 月,5 位手外科和显微外科医生在一家三级转诊中心对 987 例创伤性臂丛损伤患者进行臂丛手术的医疗记录。433 例患者符合分析标准。收集患者的人口统计学数据、损伤因素、手术细节和术后因素。采用多变量逻辑回归分析确定影响神经转移手术治疗肘屈曲功能恢复不良的强预后因素。通过四舍五入最接近 0.5 分或整数的系数,建立简化模型。使用 Hosmer-Lemeshow 拟合优度检验和 bootstrap 对原始和简化模型进行验证。
逐步向后逻辑回归得出的完整原始预测模型包括 BMI≥23kg/m2(p=0.015)、吸烟(p=0.046)、全臂型损伤(p=0.033)、供体神经(p<0.001)、伴发上肢骨折(p=0.013)和伴发同侧血管损伤(p=0.095)。原始和简化模型的受试者工作特征曲线下面积分别为 0.765 和 0.766。Hosmer-Lemeshow 检验显示原始(p=0.49)和简化(p=0.19)模型的预测概率和观察概率吻合良好。bootstrap 估计原始模型的平均(1.9%)和简化模型的最小(0.1%)的偏差。
创伤性臂丛损伤神经转移术后肘部屈曲恢复失败的预测模型具有良好的预测价值和内部有效性。在术前咨询中,对于失败风险非常高的患者,应提供替代治疗,即初次游离功能肌肉转移。