Skip to main content
Erschienen in: International Journal of Computer Assisted Radiology and Surgery 8/2018

21.05.2018 | Original Article

A novel technology for 3D knee prosthesis planning and treatment evaluation using 2D X-ray radiographs: a clinical evaluation

verfasst von: Guoyan Zheng, Hagen Hommel, Alper Akcoltekin, Benedikt Thelen, Jan Stifter, Geert Peersman

Erschienen in: International Journal of Computer Assisted Radiology and Surgery | Ausgabe 8/2018

Einloggen, um Zugang zu erhalten

Abstract

Purpose

 To present a clinical validation of a novel technology called “3X” which allows for 3D prosthesis planning and treatment evaluation in total knee arthroplasty (TKA) using only 2D X-ray radiographs.

Materials and methods

 After local institution review board approvals, 3X was evaluated on 43 cases (23 for preoperative planning and 20 for postoperative treatment evaluation). All the patients underwent CT scans according to a standard protocol. The results measured on the CT data were regarded as the ground truth. Additionally, two X-ray images were acquired for each affected leg and were used by 3X technology to derive patient-specific measurements of the leg. In total, we compared seven parameters for planning TKA and five parameters for postoperative prosthesis alignment.

Results

 Our experimental results demonstrated that the mean distances between the surface models reconstructed from 2D X-rays and the associated surface models obtained from 3D CT data were smaller than 1.5 mm. The average differences for all angular parameters were smaller than \(1.5^{\circ }\). In over 78% cases 3X technology derived the same femoral component size as the CT-based ground truth and this value went down to 70% when 3X technology was used to predict the size of tibial component.

Conclusion

 3X is a technology that allows for true 3D preoperative planning and postoperative treatment evaluation based on 2D X-ray radiographs.
Literatur
1.
Zurück zum Zitat Baka N, Kaptein B, de Bruijne M, van Walsum T, Giphart J, Niessen W, Lelieveldt B (2011) 2D–3D shape reconstruction of the distal femur from stereo X-ray imaging using statistical shape models. Med Image Anal 15(6):840–850CrossRefPubMed Baka N, Kaptein B, de Bruijne M, van Walsum T, Giphart J, Niessen W, Lelieveldt B (2011) 2D–3D shape reconstruction of the distal femur from stereo X-ray imaging using statistical shape models. Med Image Anal 15(6):840–850CrossRefPubMed
2.
Zurück zum Zitat Bäthis H, Perlick L, Tingart M, Lüring C, Zurakowski D, Grifka J (2004) Alignment in total knee arthroplasty: a comparison of computer-assisted surgery with the conventional technique. J Bone Joint Surg Br 86:682–687CrossRefPubMed Bäthis H, Perlick L, Tingart M, Lüring C, Zurakowski D, Grifka J (2004) Alignment in total knee arthroplasty: a comparison of computer-assisted surgery with the conventional technique. J Bone Joint Surg Br 86:682–687CrossRefPubMed
3.
Zurück zum Zitat Cerveri P, Sacco C, Olgiati G, Manzotti A, Baroni G (2017) 2D/3D reconstruction of the distal femur using statistical shape models addressing personalized surgical instruments in knee arthroplasty: a feasibility analysis. Int J Med Robot 13(4):e1823CrossRef Cerveri P, Sacco C, Olgiati G, Manzotti A, Baroni G (2017) 2D/3D reconstruction of the distal femur using statistical shape models addressing personalized surgical instruments in knee arthroplasty: a feasibility analysis. Int J Med Robot 13(4):e1823CrossRef
4.
Zurück zum Zitat Chaibi Y, Cresson T, Aubert B, Hausselle J, Neyret P, Hauger O, de Guise J, Skalli W (2012) Fast 3D reconstruction of the lower limb using a parametric model and statistical inferences and clinical measurements calculation from biplanar X-rays. Comput Methods Biomech Biomed Eng 15(5):457–466CrossRef Chaibi Y, Cresson T, Aubert B, Hausselle J, Neyret P, Hauger O, de Guise J, Skalli W (2012) Fast 3D reconstruction of the lower limb using a parametric model and statistical inferences and clinical measurements calculation from biplanar X-rays. Comput Methods Biomech Biomed Eng 15(5):457–466CrossRef
5.
Zurück zum Zitat Chen C, Xie W, Franke J, Grutzner P, Nolte L, Zheng G (2014) Automatic X-ray landmark detection and shape segmentation via data-driven joint estimation of image displacements. Med Image Anal 18:487–499CrossRefPubMed Chen C, Xie W, Franke J, Grutzner P, Nolte L, Zheng G (2014) Automatic X-ray landmark detection and shape segmentation via data-driven joint estimation of image displacements. Med Image Anal 18:487–499CrossRefPubMed
6.
Zurück zum Zitat Cheriet F, Laporte C, Kadoury S, Labelle H, Dansereau J (2007) A novel system for the 3-D reconstruction of the human spine and rib cage from biplanar X-ray images. IEEE Trans Biomed Eng 54(7):1356–1358CrossRefPubMed Cheriet F, Laporte C, Kadoury S, Labelle H, Dansereau J (2007) A novel system for the 3-D reconstruction of the human spine and rib cage from biplanar X-ray images. IEEE Trans Biomed Eng 54(7):1356–1358CrossRefPubMed
7.
Zurück zum Zitat De Valk E, Noorduyn J, Mutsaerts E (2016) How to assess femoral and tibial component rotation after total knee arthroplasty with computed tomography: a systematic review. Knee Surg Sports Traumatol Arthrosc 24:3517–3528CrossRefPubMed De Valk E, Noorduyn J, Mutsaerts E (2016) How to assess femoral and tibial component rotation after total knee arthroplasty with computed tomography: a systematic review. Knee Surg Sports Traumatol Arthrosc 24:3517–3528CrossRefPubMed
8.
Zurück zum Zitat Ettinger M, Claassen L, Paes P, Calliess T (2016) 2D versus 3D templating in total knee arthroplasty. Knee 23:149–151CrossRefPubMed Ettinger M, Claassen L, Paes P, Calliess T (2016) 2D versus 3D templating in total knee arthroplasty. Knee 23:149–151CrossRefPubMed
9.
Zurück zum Zitat Henckel J, Richards R, Lozhkin K, Harris S, Rodriguez y Baena F, Barrett A, Cobb J (2006) Very low-dose computed tomography for planning and outcome measurement in knee replacement. The imperial knee protocol. J Bone Joint Surg Br 88:1513–1518CrossRefPubMed Henckel J, Richards R, Lozhkin K, Harris S, Rodriguez y Baena F, Barrett A, Cobb J (2006) Very low-dose computed tomography for planning and outcome measurement in knee replacement. The imperial knee protocol. J Bone Joint Surg Br 88:1513–1518CrossRefPubMed
10.
Zurück zum Zitat Hirschmann M, Konala P, Amsler F, Iranpour F, Friederich N, Cobb J (2011) The position and orientation of total knee replacement components: a comparison of conventional radiographs, transverse 2D-CT slices and 3D-CT reconstruction. J Bone Joint Surg Br 93:629–633CrossRefPubMed Hirschmann M, Konala P, Amsler F, Iranpour F, Friederich N, Cobb J (2011) The position and orientation of total knee replacement components: a comparison of conventional radiographs, transverse 2D-CT slices and 3D-CT reconstruction. J Bone Joint Surg Br 93:629–633CrossRefPubMed
11.
Zurück zum Zitat Kim Y, Kim K-I, Choi JH, Lee K (2011) Novel methods for 3D postoperative analysis of total knee arthroplasty using 2D–3D image registration. Int Orthop 38:379–385CrossRef Kim Y, Kim K-I, Choi JH, Lee K (2011) Novel methods for 3D postoperative analysis of total knee arthroplasty using 2D–3D image registration. Int Orthop 38:379–385CrossRef
12.
Zurück zum Zitat Kim Y, Park J, Kim J, Park S (2014) The relationship between the survival of total knee arthroplasty and postoperative coronal, sagittal and rotational alignment of knee prosthesis. Clin Biomech (Bristol, Avon) 26:384–391CrossRef Kim Y, Park J, Kim J, Park S (2014) The relationship between the survival of total knee arthroplasty and postoperative coronal, sagittal and rotational alignment of knee prosthesis. Clin Biomech (Bristol, Avon) 26:384–391CrossRef
13.
Zurück zum Zitat Kobayashi A, Ishii Y, Takeda M, Noguchi H, Higuchi H, Toyabe S (2012) Comparison of analog 2D and digital 3D preoperative templating for predicting implant size in total knee arthroplasty. Comput Aided Surg 17:96–101CrossRefPubMed Kobayashi A, Ishii Y, Takeda M, Noguchi H, Higuchi H, Toyabe S (2012) Comparison of analog 2D and digital 3D preoperative templating for predicting implant size in total knee arthroplasty. Comput Aided Surg 17:96–101CrossRefPubMed
14.
Zurück zum Zitat Kurtz SM, Ong KL, Lau E, Bozic KJ (2014) Impact of the economic downturn on total joint replacement demand in the United States. J Bone Joint Surg Am 96:624–630CrossRefPubMed Kurtz SM, Ong KL, Lau E, Bozic KJ (2014) Impact of the economic downturn on total joint replacement demand in the United States. J Bone Joint Surg Am 96:624–630CrossRefPubMed
15.
Zurück zum Zitat Matziolis G, Krocker D, Weiss U, Tohtz S, Perka C (2007) A prospective, randomized study of computer-assisted and conventional total knee arthroplasty. Three-dimensional evaluation of implant alignment and rotation. J Bone Joint Surg Am 89:236–243CrossRefPubMed Matziolis G, Krocker D, Weiss U, Tohtz S, Perka C (2007) A prospective, randomized study of computer-assisted and conventional total knee arthroplasty. Three-dimensional evaluation of implant alignment and rotation. J Bone Joint Surg Am 89:236–243CrossRefPubMed
16.
Zurück zum Zitat Meijer M, Boerboom A, Stevens M, Bulstra S, Reininga I (2014) Assessment of prosthesis alignment after revision total knee arthroplasty using EOS 2D and 3D imaging: a reliability study. PLoS One 9:e104613CrossRefPubMedPubMedCentral Meijer M, Boerboom A, Stevens M, Bulstra S, Reininga I (2014) Assessment of prosthesis alignment after revision total knee arthroplasty using EOS 2D and 3D imaging: a reliability study. PLoS One 9:e104613CrossRefPubMedPubMedCentral
17.
Zurück zum Zitat Meijer M, Velleman T, Boerboom A, Bulstra S, Otten E, Stevens M, Reininga I (2016) The validity of a new low-dose stereoradiography system to perform 2D and 3D knee prosthetic alignment measurements. PLoS One 11:e0146187CrossRefPubMedPubMedCentral Meijer M, Velleman T, Boerboom A, Bulstra S, Otten E, Stevens M, Reininga I (2016) The validity of a new low-dose stereoradiography system to perform 2D and 3D knee prosthetic alignment measurements. PLoS One 11:e0146187CrossRefPubMedPubMedCentral
18.
Zurück zum Zitat Moura D, Barbosa J, Reis A, Tavares J (2010) A flexible approach for the calibration of biplanar radiography of the spine on conventional radiological systems. Comput Model Eng Sci 60(2):115–138 Moura D, Barbosa J, Reis A, Tavares J (2010) A flexible approach for the calibration of biplanar radiography of the spine on conventional radiological systems. Comput Model Eng Sci 60(2):115–138
19.
Zurück zum Zitat Moura D, Boisvert J, Barbosa J, Labelle H, Tavares J (2011) Fast 3D reconstruction of the spine from biplanar radiogaphs using a deformable articulated model. Med Eng Phys 33:924–933CrossRefPubMed Moura D, Boisvert J, Barbosa J, Labelle H, Tavares J (2011) Fast 3D reconstruction of the spine from biplanar radiogaphs using a deformable articulated model. Med Eng Phys 33:924–933CrossRefPubMed
20.
Zurück zum Zitat Okamoto S, Mizu-uchi H, Okazaki K, Hamai S, Tashiro Y, Nakahara H, Iwamoto Y (2016) Two-dimensional planning can result in internal rotation of the femoral component in total knee arthroplasty. Knee Surg Sports Traumatol Arthrosc 24:229–235CrossRefPubMed Okamoto S, Mizu-uchi H, Okazaki K, Hamai S, Tashiro Y, Nakahara H, Iwamoto Y (2016) Two-dimensional planning can result in internal rotation of the femoral component in total knee arthroplasty. Knee Surg Sports Traumatol Arthrosc 24:229–235CrossRefPubMed
21.
Zurück zum Zitat Rodricks D, Patil S, Pulido P, Colwell C (2007) Press-fit condylar design total knee arthroplasty. Fourteen to seventeen-year follow-up. J Bone Joint Surg Am 89:8995CrossRef Rodricks D, Patil S, Pulido P, Colwell C (2007) Press-fit condylar design total knee arthroplasty. Fourteen to seventeen-year follow-up. J Bone Joint Surg Am 89:8995CrossRef
22.
Zurück zum Zitat Schlatterer B, Suedhoff I, Bonnet X, Catonne Y, Maestro M, Skalli W (2009) Skeletal landmarks for TKR implantations: evaluation of their accuracy using EOS imaging acquisition system. Orthop Traumatol Surg Res 95:2–11CrossRefPubMed Schlatterer B, Suedhoff I, Bonnet X, Catonne Y, Maestro M, Skalli W (2009) Skeletal landmarks for TKR implantations: evaluation of their accuracy using EOS imaging acquisition system. Orthop Traumatol Surg Res 95:2–11CrossRefPubMed
23.
Zurück zum Zitat Schumann S, Sato Y, Nakanishi Y, Yokota F, Takao M, Sugano N, Zheng G (2015) Cup implant planning based on 2-D/3-D radiographic pelvis reconstruction-first clinical results. IEEE Trans Biomed Eng 62(11):2665–2673CrossRefPubMed Schumann S, Sato Y, Nakanishi Y, Yokota F, Takao M, Sugano N, Zheng G (2015) Cup implant planning based on 2-D/3-D radiographic pelvis reconstruction-first clinical results. IEEE Trans Biomed Eng 62(11):2665–2673CrossRefPubMed
24.
Zurück zum Zitat Trickett R, Hodgson P, Forster M, Robertson A (2009) The reliability and accuracy of digital templating in total knee replacement. J Bone Joint Surg Br 91(8):903–906CrossRefPubMed Trickett R, Hodgson P, Forster M, Robertson A (2009) The reliability and accuracy of digital templating in total knee replacement. J Bone Joint Surg Br 91(8):903–906CrossRefPubMed
25.
Zurück zum Zitat Valenti M, Ferrigno G, Martina D, Yu W, Zheng G, Shandiz MA, Anglin G, De Momi E (2016) Gaussian mixture models based 2D–3D registration of bone shapes for orthopedic surgery planning. Med Biol Eng Comput 54:1727–1740CrossRefPubMed Valenti M, Ferrigno G, Martina D, Yu W, Zheng G, Shandiz MA, Anglin G, De Momi E (2016) Gaussian mixture models based 2D–3D registration of bone shapes for orthopedic surgery planning. Med Biol Eng Comput 54:1727–1740CrossRefPubMed
26.
Zurück zum Zitat Vessely M, Whaley A, Harmsen W, Schleck C, Berry D (2006) The Chitranjan Ranawat award: long-term survivorship and failure modes of 1000 cemented condylar total knee arthroplasties. Clin Orthop Relat Res 452:28–34CrossRefPubMed Vessely M, Whaley A, Harmsen W, Schleck C, Berry D (2006) The Chitranjan Ranawat award: long-term survivorship and failure modes of 1000 cemented condylar total knee arthroplasties. Clin Orthop Relat Res 452:28–34CrossRefPubMed
27.
Zurück zum Zitat Zheng G, Gollmer S, Schumann S, Dong X, Feilkas T, Gonzlez Ballester M (2009) A 2D/3D correspondence building method for reconstruction of a patient-specific 3D bone surface model using point distribution models and calibrated X-ray images. Med Image Anal 13(6):883–889CrossRefPubMed Zheng G, Gollmer S, Schumann S, Dong X, Feilkas T, Gonzlez Ballester M (2009) A 2D/3D correspondence building method for reconstruction of a patient-specific 3D bone surface model using point distribution models and calibrated X-ray images. Med Image Anal 13(6):883–889CrossRefPubMed
28.
Zurück zum Zitat Zheng G, Schumann S, Alcoltekin A, Jaramaz B, Nolte L (2016) Patient-specific 3D reconstruction of a complete lower extremity from 2D X-ray. In: Proceedings of MIAR 2016, pp 404–414 Zheng G, Schumann S, Alcoltekin A, Jaramaz B, Nolte L (2016) Patient-specific 3D reconstruction of a complete lower extremity from 2D X-ray. In: Proceedings of MIAR 2016, pp 404–414
29.
Metadaten
Titel
A novel technology for 3D knee prosthesis planning and treatment evaluation using 2D X-ray radiographs: a clinical evaluation
verfasst von
Guoyan Zheng
Hagen Hommel
Alper Akcoltekin
Benedikt Thelen
Jan Stifter
Geert Peersman
Publikationsdatum
21.05.2018
Verlag
Springer International Publishing
Erschienen in
International Journal of Computer Assisted Radiology and Surgery / Ausgabe 8/2018
Print ISSN: 1861-6410
Elektronische ISSN: 1861-6429
DOI
https://doi.org/10.1007/s11548-018-1789-4

Weitere Artikel der Ausgabe 8/2018

International Journal of Computer Assisted Radiology and Surgery 8/2018 Zur Ausgabe

Update Radiologie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.