Liu S Z, Cao Q, Osgood G M, Siewerdsen J H, Stayman J W, Zbijewski W
Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21205.
Department of Orthopedic Surgery, Johns Hopkins Hospital, Baltimore, MD 21205.
Proc SPIE Int Soc Opt Eng. 2020 Feb;11317. doi: 10.1117/12.2549768. Epub 2020 Mar 2.
We investigate an application of multisource extremity Cone-Beam CT (CBCT) with capability of weight-bearing tomographic imaging to obtain quantitative measurements of load-induced deformation of metal internal fixation hardware (e.g. tibial plate). Such measurements are desirable to improve the detection of delayed fusion or non-union of fractures, potentially facilitating earlier return to weight-bearing activities.
To measure the deformation, we perform a deformable 3D-2D registration of a prior model of the implant to its CBCT projections under load-bearing. This Known-Component Registration (KC-Reg) framework avoids potential errors that emerge when the deformation is estimated directly from 3D reconstructions with metal artifacts. The 3D-2D registration involves a free-form deformable (FFD) point cloud model of the implant and a 3D cubic B-spline representation of the deformation. Gradient correlation is used as the optimization metric for the registration. The proposed approach was tested in experimental studies on the extremity CBCT system. A custom jig was designed to apply controlled axial loads to a fracture model, emulating weight-bearing imaging scenarios. Performance evaluation involved a Sawbone tibia phantom with an ~4 mm fracture gap. The model was fixed with a locking plate and imaged under five loading conditions. To investigate performance in the presence of confounding background gradients, additional experiments were performed with a pre-deformed femoral plate placed in a water bath with Ca bone mineral density inserts. Errors were measured using eight reference BBs for the tibial plate, and surface point distances for the femoral plate, where a prior model of deformed implant was available for comparison.
Both in the loaded tibial plate case and for the femoral plate with confounding background gradients, the proposed KC-Reg framework estimated implant deformations with errors of <0.2 mm for the majority of the investigated deformation magnitudes (error range 0.14 - 0.25 mm). The accuracy was comparable between 3D-2D registrations performed from 12 x-ray views and registrations obtained from as few as 3 views. This was likely enabled by the unique three-source x-ray unit on the extremity CBCT scanner, which implements two off-central-plane focal spots that provided oblique views of the field-of-view to aid implant pose estimation.
Accurate measurements of fracture hardware deformations under physiological weight-bearing are feasible using an extremity CBCT scanner and FFD 3D-2D registration. The resulting deformed implant models can be incorporated into tomographic reconstructions to reduce metal artifacts and improve quantification of the mineral content of fracture callus in CBCT volumes.
我们研究多源肢体锥形束CT(CBCT)在负重断层成像方面的应用,以获取金属内固定器械(如胫骨钢板)负荷诱导变形的定量测量值。此类测量有助于提高对骨折延迟愈合或不愈合的检测,可能促进更早恢复负重活动。
为测量变形,我们在负重情况下对植入物的先前模型与其CBCT投影进行可变形的3D-2D配准。这种已知部件配准(KC-Reg)框架避免了直接从带有金属伪影的3D重建中估计变形时出现的潜在误差。3D-2D配准涉及植入物的自由形式可变形(FFD)点云模型和变形的3D立方B样条表示。梯度相关性用作配准的优化指标。所提出的方法在肢体CBCT系统的实验研究中进行了测试。设计了一个定制夹具,用于向骨折模型施加可控轴向负荷,模拟负重成像场景。性能评估涉及一个带有约4毫米骨折间隙的Sawbone胫骨模型。该模型用锁定钢板固定,并在五种负荷条件下成像。为研究在存在混淆背景梯度情况下的性能,还进行了额外实验,将一个预变形的股骨钢板放置在装有钙骨矿物质密度插入物的水浴中。使用八个用于胫骨钢板的参考BB和股骨钢板的表面点距离测量误差,其中有变形植入物的先前模型可供比较。
在加载的胫骨钢板情况以及存在混淆背景梯度的股骨钢板情况下,对于大多数研究的变形量,所提出的KC-Reg框架估计植入物变形的误差均<0.2毫米(误差范围0.14 - 0.25毫米)。从12个X射线视图进行的3D-2D配准与从少至3个视图获得的配准之间的准确性相当。这可能是由于肢体CBCT扫描仪上独特的三源X射线单元实现了两个离轴平面焦点,这些焦点提供了视野的斜视图以辅助植入物姿态估计。
使用肢体CBCT扫描仪和FFD 3D-2D配准在生理负重下准确测量骨折固定器械的变形是可行的。所得的变形植入物模型可纳入断层重建中,以减少金属伪影并改善CBCT体积中骨折痂矿物质含量的量化。