Literature DB >> 33612913

Quantitative Assessment of Weight-Bearing Fracture Biomechanics Using Extremity Cone-Beam CT.

S Z Liu1, Q Cao1, G M Osgood2, J H Siewerdsen1,3, J W Stayman1, W Zbijewski1.   

Abstract

PURPOSE: 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.
METHODS: 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.
RESULTS: 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.
CONCLUSION: 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.

Entities:  

Keywords:  3D-2D registration; deformable registration; fracture biomechanics; orthopedic imaging; quantitative imaging; surgical hardware

Year:  2020        PMID: 33612913      PMCID: PMC7891844          DOI: 10.1117/12.2549768

Source DB:  PubMed          Journal:  Proc SPIE Int Soc Opt Eng        ISSN: 0277-786X


  13 in total

1.  Nonrigid registration using free-form deformations: application to breast MR images.

Authors:  D Rueckert; L I Sonoda; C Hayes; D L Hill; M O Leach; D J Hawkes
Journal:  IEEE Trans Med Imaging       Date:  1999-08       Impact factor: 10.048

2.  Point set registration: coherent point drift.

Authors:  Andriy Myronenko; Xubo Song
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2010-12       Impact factor: 6.226

3.  Computer-aided fixation of spinal implants.

Authors:  L P Nolte; H Visarius; E Arm; F Langlotz; O Schwarzenbach; L Zamorano
Journal:  J Image Guid Surg       Date:  1995

4.  Image quality and dose for a multisource cone-beam CT extremity scanner.

Authors:  Grace J Gang; Wojciech Zbijewski; Mahadevappa Mahesh; Gaurav Thawait; Nathan Packard; John Yorkston; Shadpour Demehri; Jeffrey H Siewerdsen
Journal:  Med Phys       Date:  2017-12-01       Impact factor: 4.071

5.  A dedicated cone-beam CT system for musculoskeletal extremities imaging: design, optimization, and initial performance characterization.

Authors:  W Zbijewski; P De Jean; P Prakash; Y Ding; J W Stayman; N Packard; R Senn; D Yang; J Yorkston; A Machado; J A Carrino; J H Siewerdsen
Journal:  Med Phys       Date:  2011-08       Impact factor: 4.071

6.  Model-based tomographic reconstruction of objects containing known components.

Authors:  J Webster Stayman; Yoshito Otake; Jerry L Prince; A Jay Khanna; Jeffrey H Siewerdsen
Journal:  IEEE Trans Med Imaging       Date:  2012-05-16       Impact factor: 10.048

7.  Known-Component Model-Based Material Decomposition for Dual Energy Imaging of Bone Compositions in the Presence of Metal Implant.

Authors:  S Z Liu; S Tilley; Q Cao; J H Siewerdsen; J W Stayman; W Zbijewski
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2019-05-28

8.  Known-component 3D-2D registration for quality assurance of spine surgery pedicle screw placement.

Authors:  A Uneri; T De Silva; J W Stayman; G Kleinszig; S Vogt; A J Khanna; Z L Gokaslan; J-P Wolinsky; J H Siewerdsen
Journal:  Phys Med Biol       Date:  2015-09-30       Impact factor: 3.609

9.  Intraoperative evaluation of device placement in spine surgery using known-component 3D-2D image registration.

Authors:  A Uneri; T De Silva; J Goerres; M W Jacobson; M D Ketcha; S Reaungamornrat; G Kleinszig; S Vogt; A J Khanna; G M Osgood; J-P Wolinsky; J H Siewerdsen
Journal:  Phys Med Biol       Date:  2017-02-24       Impact factor: 3.609

10.  Overcoming Nonlinear Partial Volume Effects in Known-Component Reconstruction of Cochlear Implants.

Authors:  J W Stayman; H Dang; Y Otake; W Zbijewski; J Noble; B Dawant; R Labadie; J P Carey; J H Siewerdsen
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2013
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  3 in total

1.  Model-based three-material decomposition in dual-energy CT using the volume conservation constraint.

Authors:  Stephen Z Liu; Matthew Tivnan; Greg M Osgood; Jeffrey H Siewerdsen; J Webster Stayman; Wojciech Zbijewski
Journal:  Phys Med Biol       Date:  2022-07-08       Impact factor: 4.174

2.  Model-based dual-energy tomographic image reconstruction of objects containing known metal components.

Authors:  Stephen Z Liu; Qian Cao; Matthew Tivnan; Steven Tilley Ii; Jeffrey H Siewerdsen; J Webster Stayman; Wojciech Zbijewski
Journal:  Phys Med Biol       Date:  2020-12-22       Impact factor: 4.174

Review 3.  Finite Element Analysis of Fracture Fixation.

Authors:  Gregory S Lewis; Dominic Mischler; Hwabok Wee; J Spence Reid; Peter Varga
Journal:  Curr Osteoporos Rep       Date:  2021-06-29       Impact factor: 5.163

  3 in total

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