Early outcomes with virtual surgical planning software and patient-specific instrumentation in adult spinal deformity.

IF 3.3 2区 医学 Q2 CLINICAL NEUROLOGY
Joshua H Weinberg, Nathan Ritchey, Joshua L Wang, Ryan G Eaton, Bryan Ladd, Siri Khalsa, David Xu, Stephanus Viljoen, Andrew Grossbach
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引用次数: 0

Abstract

Objective: Software engineering innovations have led to the development of virtual surgical planning software (VSPS) for deformity correction. VSPS uses calibrated radiographs and machine learning predictive models to simulate postoperative spinopelvic parameters based on corrective techniques and anticipated compensatory/reciprocal changes. The authors aimed to assess the safety and efficacy of deformity correction in adult spinal deformity using VSPS and patient-specific rods manufactured based on a simulated plan.

Methods: A retrospective analysis of a prospectively maintained database was conducted, and 146 patients who underwent long-segment thoracolumbar fusions with pelvic fixation (October 2015-May 2023) with a minimum of 1 year of follow-up for deformity correction consistent with the Scoliosis Research Society (SRS)-Schwab classification were identified. Patients were dichotomized into a VSPS group (61 patients, mean age 62.1 years) and a historical control group (85 patients, mean age 64.3 years) prior to implementing VSPS. Comparative analyses were performed to assess VSPS accuracy and outcomes. Equivalence analysis was performed via the two one-sided t-test method using Cohen's d = 0.5.

Results: In the VSPS group, the achieved spinopelvic parameters at 3 months were equivalent to the simulated plan for lumbar lordosis (LL), pelvic tilt (PT), pelvic incidence (PI), sacral slope, PI-LL mismatch, sagittal vertical axis (SVA), T1 pelvic angle (T1PA), thoracic kyphosis, and L4-S1 lordosis. Compared with controls, VSPS demonstrated an increased L4-S1 lordosis (p = 0.001) and decreased T1PA (p = 0.001); L4-S1 lordosis within 4.26° (p = 0.989) and T1PA within 3.85° (p = 0.969) were not significantly equivalent. VSPS demonstrated a significant increase in achievement of an SVA < 5 cm (p = 0.026), T1PA < 20° (p = 0.001), and age-adjusted T1PA (p < 0.001). The age-adjusted PI-LL mismatch (p = 0.018), PT (p = 0.002), and SVA (p = 0.021) were equivalent. There was no significant difference in the improvement of 1-year patient-reported outcome measures (PROMs), proximal junctional kyphosis (p = 0.270), or proximal junctional failure (p = 0.290) between the two groups. In the multivariate analysis, VSPS use independently predicted achievement of age-adjusted T1PA (OR 6.51, p = 0.001). The upper instrumented vertebra, number of rods and rod material, and VSPS were not predictors of complications or reoperation for hardware failure. The time interval from the first surgery was not a predictor of complications or age-adjusted spinopelvic parameters.

Conclusions: VSPS accurately predicted achieved spinal alignment at 3 months. VSPS has the potential to facilitate global spinopelvic parameter correction, particularly reflected by T1PA and L4-S1 lordosis. However, this study did not demonstrate meaningful improvements in PROMs compared with controls. To justify the increased cost and widespread adoption of this technology in its current state, a clear functional benefit should be demonstrated along with a cost-benefit analysis. Further research is necessary to delineate long-term durability and the potential impact of VSPS and patient-specific instrumentation, particularly with continual software and engineering innovations.

虚拟手术计划软件和患者专用器械治疗成人脊柱畸形的早期结果。
目的:软件工程的创新导致了畸形矫正虚拟手术计划软件(VSPS)的发展。VSPS使用校准的x线片和机器学习预测模型来模拟基于矫正技术和预期补偿/互惠变化的术后脊柱参数。作者旨在评估使用VSPS和基于模拟计划制造的患者特异性棒矫正成人脊柱畸形的安全性和有效性。方法:对前瞻性维护的数据库进行回顾性分析,确定了146例接受长节段胸腰椎融合骨盆固定的患者(2015年10月- 2023年5月),随访至少1年的畸形矫正符合脊柱侧凸研究协会(SRS)-Schwab分类。在实施VSPS之前,将患者分为VSPS组(61例,平均年龄62.1岁)和历史对照组(85例,平均年龄64.3岁)。进行比较分析以评估VSPS的准确性和结果。采用Cohen’s d = 0.5的双单侧t检验方法进行等价性分析。结果:在VSPS组中,3个月时获得的脊柱骨盆参数与腰椎前凸(LL)、骨盆倾斜(PT)、骨盆发生率(PI)、骶骨斜率、PI-LL不匹配、矢状垂直轴(SVA)、T1骨盆角(T1PA)、胸部后凸和L4-S1前凸的模拟计划相当。与对照组相比,VSPS显示L4-S1前凸增加(p = 0.001), T1PA降低(p = 0.001);L4-S1前凸度在4.26°内(p = 0.989), T1PA在3.85°内(p = 0.969)无显著差异。VSPS显著提高了SVA < 5 cm (p = 0.026)、T1PA < 20°(p = 0.001)和年龄调整T1PA (p < 0.001)。年龄校正PI-LL失配(p = 0.018)、PT (p = 0.002)和SVA (p = 0.021)相等。两组在1年患者报告的预后指标(PROMs)、近端结膜后凸(p = 0.270)或近端结膜功能衰竭(p = 0.290)的改善方面无显著差异。在多变量分析中,VSPS的使用独立预测年龄调整T1PA的实现(OR 6.51, p = 0.001)。上固定椎体、棒的数量和棒的材料以及VSPS不是并发症或再手术的预测因素。第一次手术的时间间隔并不能预测并发症或年龄调整后的脊柱参数。结论:VSPS准确地预测了3个月时实现的脊柱对齐。VSPS具有促进整体脊柱骨盆参数校正的潜力,特别是T1PA和L4-S1前凸。然而,与对照组相比,本研究并未显示出prom有意义的改善。为了证明增加的成本和在当前状态下广泛采用该技术是合理的,应该在进行成本效益分析的同时,展示明确的功能效益。需要进一步的研究来描述VSPS和患者专用仪器的长期耐用性和潜在影响,特别是随着软件和工程的不断创新。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Neurosurgical focus
Neurosurgical focus CLINICAL NEUROLOGY-SURGERY
CiteScore
6.30
自引率
0.00%
发文量
261
审稿时长
3 months
期刊介绍: Information not localized
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