IEEE Trans Med Imaging. 2018 Jul;37(7):1690-1700. doi: 10.1109/TMI.2018.2816402.
Metopic craniosynostosis is a condition caused by the premature fusion of the metopic cranial suture. If untreated, it can result into brain growth restriction, increased intra-cranial pressure, visual impairment, and cognitive delay. Fronto-orbital advancement is the widely accepted surgical approach to correct cranial shape abnormalities in patients with metopic craniosynostosis, but the outcome of the surgery remains very dependent on the expertise of the surgeon because of the lack of objective and personalized cranial shape metrics to target during the intervention. We propose in this paper a locally affine diffeomorphic surface registration framework to create an optimal interventional plan personalized to each patient. Our method calculates the optimal surgical plan by minimizing cranial shape abnormalities, which are quantified using objective metrics based on a normative model of cranial shapes built from 198 healthy cases. It is guided by clinical osteotomy templates for fronto-orbital advancement, and it automatically calculates how much and in which direction each bone piece needs to be translated, rotated, and/or bent. Our locally affine framework models separately the transformation of each bone piece while ensuring the consistency of the global transformation. We used our method to calculate the optimal surgical plan for 23 patients, obtaining a significant reduction of malformations (p < 0.001) between 40.38% and 50.85% in the simulated outcome of the surgery using different osteotomy templates. In addition, malformation values were within healthy ranges (p > 0.01).
额缝早闭是一种由于额骨缝过早融合而导致的病症。如果不加以治疗,可能会导致脑生长受限、颅内压升高、视力障碍和认知延迟。额眶前移术是一种广泛接受的手术方法,用于纠正额缝早闭患者的颅形异常,但由于缺乏针对干预期间的客观和个性化颅形指标,手术结果仍然非常依赖外科医生的专业知识。我们在本文中提出了一种局部仿射可变形表面配准框架,以创建针对每个患者的最佳介入计划。我们的方法通过最小化颅形异常来计算最佳手术计划,这些异常使用基于 198 个健康案例的颅形正常模型构建的客观指标进行量化。它由额眶前移术的临床截骨模板指导,并自动计算每个骨块需要在哪个方向平移、旋转和/或弯曲多少。我们的局部仿射框架分别对每个骨块的转换进行建模,同时确保全局转换的一致性。我们使用我们的方法为 23 名患者计算了最佳手术计划,在使用不同截骨模板的手术模拟结果中,畸形程度显著降低(p < 0.001),范围在 40.38%至 50.85%之间。此外,畸形值在健康范围内(p > 0.01)。