1
|
Hohlmann B, Broessner P, Radermacher K. Ultrasound-based 3D bone modelling in computer assisted orthopedic surgery - a review and future challenges. Comput Assist Surg (Abingdon) 2024; 29:2276055. [PMID: 38261543 DOI: 10.1080/24699322.2023.2276055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2024] Open
Abstract
Computer-assisted orthopedic surgery requires precise representations of bone surfaces. To date, computed tomography constitutes the gold standard, but comes with a number of limitations, including costs, radiation and availability. Ultrasound has potential to become an alternative to computed tomography, yet suffers from low image quality and limited field-of-view. These shortcomings may be addressed by a fully automatic segmentation and model-based completion of 3D bone surfaces from ultrasound images. This survey summarizes the state-of-the-art in this field by introducing employed algorithms, and determining challenges and trends. For segmentation, a clear trend toward machine learning-based algorithms can be observed. For 3D bone model completion however, none of the published methods involve machine learning. Furthermore, data sets and metrics are identified as weak spots in current research, preventing development and evaluation of models that generalize well.
Collapse
Affiliation(s)
- Benjamin Hohlmann
- Chair of Medical Engineering, Rheinisch-Westfalische Technische Hochschule, Aachen, Germany
| | - Peter Broessner
- Chair of Medical Engineering, Rheinisch-Westfalische Technische Hochschule, Aachen, Germany
| | - Klaus Radermacher
- Chair of Medical Engineering, Rheinisch-Westfalische Technische Hochschule, Aachen, Germany
| |
Collapse
|
2
|
Berhouet J, Samargandi R. Emerging Innovations in Preoperative Planning and Motion Analysis in Orthopedic Surgery. Diagnostics (Basel) 2024; 14:1321. [PMID: 39001212 PMCID: PMC11240316 DOI: 10.3390/diagnostics14131321] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2024] [Revised: 06/15/2024] [Accepted: 06/20/2024] [Indexed: 07/16/2024] Open
Abstract
In recent years, preoperative planning has undergone significant advancements, with a dual focus: improving the accuracy of implant placement and enhancing the prediction of functional outcomes. These breakthroughs have been made possible through the development of advanced processing methods for 3D preoperative images. These methods not only offer novel visualization techniques but can also be seamlessly integrated into computer-aided design models. Additionally, the refinement of motion capture systems has played a pivotal role in this progress. These "markerless" systems are more straightforward to implement and facilitate easier data analysis. Simultaneously, the emergence of machine learning algorithms, utilizing artificial intelligence, has enabled the amalgamation of anatomical and functional data, leading to highly personalized preoperative plans for patients. The shift in preoperative planning from 2D towards 3D, from static to dynamic, is closely linked to technological advances, which will be described in this instructional review. Finally, the concept of 4D planning, encompassing periarticular soft tissues, will be introduced as a forward-looking development in the field of orthopedic surgery.
Collapse
Affiliation(s)
- Julien Berhouet
- Service de Chirurgie Orthopédique et Traumatologique, Centre Hospitalier Régional Universitaire (CHRU) de Tours, 1C Avenue de la République, 37170 Chambray-les-Tours, France
- Equipe Reconnaissance de Forme et Analyse de l'Image, Laboratoire d'Informatique Fondamentale et Appliquée de Tours EA6300, Ecole d'Ingénieurs Polytechnique Universitaire de Tours, Université de Tours, 64 Avenue Portalis, 37200 Tours, France
| | - Ramy Samargandi
- Service de Chirurgie Orthopédique et Traumatologique, Centre Hospitalier Régional Universitaire (CHRU) de Tours, 1C Avenue de la République, 37170 Chambray-les-Tours, France
- Department of Orthopedic Surgery, Faculty of Medicine, University of Jeddah, Jeddah 23218, Saudi Arabia
| |
Collapse
|
3
|
Fischer MCM. Database of segmentations and surface models of bones of the entire lower body created from cadaver CT scans. Sci Data 2023; 10:763. [PMID: 37923754 PMCID: PMC10624917 DOI: 10.1038/s41597-023-02669-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2023] [Accepted: 10/20/2023] [Indexed: 11/06/2023] Open
Abstract
The range of applications of digital surface models of the bones in science and industry is wide. Three-dimensional reconstructions of bones are used in biomechanics, biomedical engineering, medical image processing, orthopedics, traumatology, radiology, patient education, anatomy, anthropometry, forensic anthropology, ergonomics, usability and human factors engineering, or accident and injury analysis and prevention. No open access database or repository of skeletal surface models of the full lower extremities exists. Therefore, the objective of this publication was to provide access to consistent complete bone models of the pelvis and lower limbs of multiple subjects, including biometric data. Segmentations and surface models of the bones of the lower extremities of more than twenty subjects were created from open access postmortem whole-body computed tomography scans. The database provides a broad range of applications by giving access to the data of the complete process chain, from the raw medical imaging data through the segmentations to the surface models.
Collapse
|
4
|
Guezou-Philippe A, Clave A, Marchadour W, Letissier H, Lefevre C, Stindel E, Dardenne G. Functional safe zone for THA considering the patient-specific pelvic tilts: An ultrasound-based approach. Int J Med Robot 2023; 19:e2486. [PMID: 36427293 DOI: 10.1002/rcs.2486] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Revised: 11/15/2022] [Accepted: 11/24/2022] [Indexed: 11/27/2022]
Abstract
The usual Lewinnek orientation for cup positioning in total hip arthroplasty is not suitable for all patients as it does not consider the patient mobility. We propose an ultrasound-based approach to compute a Functional Safe Zone (FSZ) considering daily positions. Our goal was to validate it, and to evaluate how the input parameters impact the FSZ size and barycentre. The accuracy of the FSZ was first assessed by comparing the FSZ computed by the proposed approach and the true FSZ determined by 3D modelling. Then, the input parameters' impact on the FSZ was studied using a principal component analysis. The FSZ was estimated with errors below 0.5° for mean anteversion, mean inclination, and at edges. The pelvic tilts and the neck orientation were found correlated to the FSZ mean orientation, and the target ROM and the prosthesis dimensions to the FSZ size. Integrated into the clinical workflow, this non-ionising approach can be used to easily determine an optimal patient-specific cup orientation minimising the risks of dislocation.
Collapse
Affiliation(s)
- Aziliz Guezou-Philippe
- LaTIM - UMR1101, Brest, France.,Université de Bretagne Occidentale, Brest, France.,CHRU de Brest, Brest, France
| | - Arnaud Clave
- LaTIM - UMR1101, Brest, France.,Clinique Saint George, Nice, France
| | - Wistan Marchadour
- LaTIM - UMR1101, Brest, France.,Université de Bretagne Occidentale, Brest, France
| | - Hoel Letissier
- LaTIM - UMR1101, Brest, France.,CHRU de Brest, Brest, France
| | - Christian Lefevre
- LaTIM - UMR1101, Brest, France.,Université de Bretagne Occidentale, Brest, France.,CHRU de Brest, Brest, France
| | - Eric Stindel
- LaTIM - UMR1101, Brest, France.,CHRU de Brest, Brest, France
| | | |
Collapse
|
5
|
Femoral Anteversion in Total Hip Arthroplasty: Retrospective Comparison of Short- and Straight-Stem Models Using CT Scans. J Clin Med 2023; 12:jcm12062391. [PMID: 36983391 PMCID: PMC10058265 DOI: 10.3390/jcm12062391] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Revised: 03/08/2023] [Accepted: 03/16/2023] [Indexed: 03/22/2023] Open
Abstract
Data on reconstruction of the femoral anteversion (FA) and the center of rotation after total hip arthroplasty (THA) are rare. We aimed to answer whether a short-stem fixation enables improved anatomical reconstruction of the FA compared to a straight-stem. Methods: One hundred and thirty patients who underwent short- (n = 89, group A, prospective) or straight-stem THA (n = 41, group B, retrospective) were included. CT scans of the hip, knee, and ankle were performed pre- and postoperatively in group A and in group B during the last follow-up. Femoral torsion was determined using three-dimensional models. Results: The mean preoperative FA was 22.4° ± 11.0°, and the mean postoperative FA was 23.4° ± 10.1°. The relative difference was −0.8° ± 8°, and the absolute difference was 6.4° ± 4.9°. Gender analysis revealed significant differences in preoperative FA between female (f) and male (m) patients (28.1° ± 11.2° (f) vs. 18.4° ± 8.3° (m); p > 0.001) as well as in postoperative FA (26.7° ± 23.5° (f) vs. 21.0° ± 9.7° (m); p < 0.007) in group A. Postoperative FA was higher in group A (mean 6.8°; 23.9° ± 10.1° (f) vs. 16.6° ± 8.6° (m); p < 0.001). Conclusions: The study’s findings suggest that short-stem THA leads to improved anatomical FA reconstruction; however, a substantial postoperative gender-related FA difference was detectable, which may warrant consideration by surgeons when determining the final stem anteversion. It should be noted that the impact of the postoperative gender-related FA difference on clinical outcomes is not entirely clear, and further research is warranted to elucidate this relationship.
Collapse
|
6
|
Achieving Precise Cup Positioning in Direct Anterior Total Hip Arthroplasty: A Narrative Review. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:medicina59020271. [PMID: 36837472 PMCID: PMC9959722 DOI: 10.3390/medicina59020271] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/03/2022] [Revised: 01/16/2023] [Accepted: 01/22/2023] [Indexed: 02/01/2023]
Abstract
Malpositioned implants in total hip arthroplasty are associated with impingement, increased wear, and dislocations, thus precise cup positioning is crucial. However, significant deviations between targeted and actually achieved cup positions have been found even in patients operated by experienced surgeons. When aiming for higher accuracy, various methods based on freehand positioning lead by anatomic landmarks, C-arm fluoroscopy, imageless navigation, or robotic-assisted-surgery have been described. There is a constant development of new products aiming to simplify and improve intraoperative guidance. Both the literature and expert opinions on this topic are often quite controversial. This article aims to give an overview of the different methods and systems with their specific advantages and potential pitfalls while also taking a look into the future of cup positioning in anterior hip replacements.
Collapse
|
7
|
Fischer MCM, Tokunaga K, Okamoto M, Habor J, Radermacher K. Implications of the uncertainty of postoperative functional parameters for the preoperative planning of total hip arthroplasty. J Orthop Res 2022; 40:2656-2662. [PMID: 35266575 DOI: 10.1002/jor.25291] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Revised: 12/23/2021] [Accepted: 01/30/2022] [Indexed: 02/04/2023]
Abstract
The functional parameters pelvic tilt (PT) and hip joint force (HJF) are required to calculate patient-specific target zones based on the range of motion (ROM) and implant loading for preoperative planning of total hip arthroplasty (THA). Both functional parameters may change after THA. The preoperative prediction of the postoperative PT and HJF is associated with a specific amount of uncertainty. The prediction uncertainty has to be considered in the preoperative planning process to avoid a suboptimal implantation. So far, very little attention has been paid to the necessary reduction of patient-specific target zones by the prediction uncertainties of postoperative functional parameters. Prediction models for the postoperative PT in standing position and for the HJF during one-leg stance as a surrogate for the peak force phase during level walking were used to quantify the reduction of the ROM- and load-based target zones of 196 Japanese THA patients. The prediction uncertainty was about 14° for the postoperative standing PT and ranged from 17% body weight to 37% body weight for the components of the HJF. On average, the prosthetic ROM-based target zone had to be significantly reduced by 43% and the load-based target zone by 39%. This led to a median reduction of the combined prosthetic ROM- and load-based target zone of 96%. The study sharpens the awareness for the substantial reduction of ROM- and load-based target zones by prediction uncertainties of the postoperative PT and HJF and highlights the importance of further research to improve prediction models for both functional parameters.
Collapse
Affiliation(s)
- Maximilian C M Fischer
- Chair of Medical Engineering, Helmholtz-Institute for Biomedical Engineering, RWTH Aachen University, Aachen, Germany
| | - Kunihiko Tokunaga
- Niigata Hip Joint Center, Kameda Daiichi Hospital, Niigata City, Japan
| | - Masashi Okamoto
- Department of Radiology, Kameda Daiichi Hospital, Niigata City, Japan
| | - Juliana Habor
- Chair of Medical Engineering, Helmholtz-Institute for Biomedical Engineering, RWTH Aachen University, Aachen, Germany
| | - Klaus Radermacher
- Chair of Medical Engineering, Helmholtz-Institute for Biomedical Engineering, RWTH Aachen University, Aachen, Germany
| |
Collapse
|
8
|
Weber M, von Kunow F, Innmann M, Meyer M, Thieme M, Jerabek S, Renkawitz T. Which Safe Zone Is Safe in Total Hip Arthroplasty? The Effect of Bony Impingement. J Pers Med 2022; 12:jpm12050812. [PMID: 35629234 PMCID: PMC9147368 DOI: 10.3390/jpm12050812] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2022] [Revised: 05/12/2022] [Accepted: 05/14/2022] [Indexed: 02/04/2023] Open
Abstract
“Safe zones” for cup position are currently being investigated in total hip arthroplasty (THA). This study aimed to evaluate the impact of bony impingement on the safe zone and provide recommendations for cup position in THA. CT scans were performed on 123 patients who underwent a cementless THA. Using the implant data and bone morphology from the CT scans, an impingement detection algorithm simulating range of motion (ROM) determined the presence of prosthetic and/or bony impingement. An impingement-free zone of motion was determined for each patient. These zones were then compared across all patients to establish an optimized impingement-free “safe zone”. Bony impingement reduced the impingement-free zone of motion in 49.6% (61/123) of patients. A mean reduction of 23.4% in safe zone size was observed in relation to periprosthetic impingement. The superposition of the safe zones showed the highest probability of impingement-free ROM with cup position angles within 40–50° of inclination and 20–30° of anteversion in relation to the applied cup and stem design of this study. Virtual ROM simulations identified bony impingement at the anterosuperior acetabular rim for internal rotation at 90° of flexion and at the posteroinferior rim for adduction as the main reasons for bony impingement.
Collapse
Affiliation(s)
- Markus Weber
- Faculty of Medicine, University of Regensburg, 93053 Regensburg, Germany
- Department of Orthopedic and Trauma Surgery, Barmherzige Brueder Regensburg Medical Center, 93049 Regensburg, Germany;
- Correspondence:
| | - Frederik von Kunow
- Department of Orthopedic and Trauma Surgery, Barmherzige Brueder Regensburg Medical Center, 93049 Regensburg, Germany;
| | - Moritz Innmann
- Department of Orthopaedics, Heidelberg University Hospital, 69120 Heidelberg, Germany; (M.I.); (T.R.)
| | - Matthias Meyer
- Department of Orthopedic Surgery, University of Regensburg, 93077 Bad Abbach, Germany; (M.M.); (M.T.)
| | - Max Thieme
- Department of Orthopedic Surgery, University of Regensburg, 93077 Bad Abbach, Germany; (M.M.); (M.T.)
| | - Seth Jerabek
- Orthopaedic Surgery, Adult Reconstruction and Joint Replacement, Hospital for Special Surgery, New York, NY 10021, USA;
| | - Tobias Renkawitz
- Department of Orthopaedics, Heidelberg University Hospital, 69120 Heidelberg, Germany; (M.I.); (T.R.)
| |
Collapse
|
9
|
Rudert M. Taking the Next Step in Personalised Orthopaedic Implantation. J Pers Med 2022; 12:jpm12030365. [PMID: 35330365 PMCID: PMC8953561 DOI: 10.3390/jpm12030365] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Accepted: 02/25/2022] [Indexed: 02/01/2023] Open
Affiliation(s)
- Maximilian Rudert
- Orthopaedic Department, König-Ludwig-Haus, University of Wuerzburg, D-97074 Wuerzburg, Germany
| |
Collapse
|
10
|
Habor J, Fischer MCM, Tokunaga K, Okamoto M, Radermacher K. The Patient-Specific Combined Target Zone for Morpho-Functional Planning of Total Hip Arthroplasty. J Pers Med 2021; 11:jpm11080817. [PMID: 34442461 PMCID: PMC8402039 DOI: 10.3390/jpm11080817] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Revised: 08/09/2021] [Accepted: 08/19/2021] [Indexed: 11/16/2022] Open
Abstract
Background Relevant criteria for total hip arthroplasty (THA) planning have been introduced in the literature which include the hip range of motion, bony coverage, anterior cup overhang, leg length discrepancy, edge loading risk, and wear. The optimal implant design and alignment depends on the patient’s anatomy and patient-specific functional parameters such as the pelvic tilt. The approaches proposed in literature often consider one or more criteria for THA planning. but to the best of our knowledge none of them follow an integrated approach including all criteria for the definition of a patient-specific combined target zone (PSCTZ). Questions/purposes (1) How can we calculate suitable THA implant and implantation parameters for a specific patient considering all relevant criteria? (2) Are the resulting target zones in the range of conventional safe zones? (3) Do patients who fulfil these combined criteria have a better outcome score? Methods A method is presented that calculates individual target zones based on the morphology, range of motion and load acting on the hip joint and merges them into the PSCTZ. In a retrospective analysis of 198 THA patients, it was calculated whether the patients were inside or outside the Lewinnek safe zone, Dorr combined anteversion range and PSCTZ. The postoperative Harris Hip Scores (HHS) between insiders and outsiders were compared. Results 11 patients were inside the PSCTZ. Patients inside and outside the PSCTZ showed no significant difference in the HHS. However, a significant higher HHS was observed for the insiders of two of the three sub-target zones incorporated in the PSCTZ. By combining the sub-target zones in the PSCTZ, all PSCTZ insiders except one had an HHS higher than 90. Conclusions The results might suggest that, for a prosthesis implanted in the PSCTZ a low outcome score of the patient is less likely than using the conventional safe zones by Lewinnek and Dorr. For future studies, a larger cohort of patients inside the PSCTZ is needed which can only be achieved if the cases are planned prospectively with the method introduced in this paper. Clinical Relevance The method presented in this paper could help the surgeon combining multiple different criteria during THA planning and find the suitable implant design and alignment for a specific patient.
Collapse
Affiliation(s)
- Juliana Habor
- Chair of Medical Engineering, Helmholtz-Institute for Biomedical Engineering, RWTH Aachen University, 52074 Aachen, Germany; (J.H.); (M.C.M.F.)
| | - Maximilian C. M. Fischer
- Chair of Medical Engineering, Helmholtz-Institute for Biomedical Engineering, RWTH Aachen University, 52074 Aachen, Germany; (J.H.); (M.C.M.F.)
| | - Kunihiko Tokunaga
- Niigata Hip Joint Center, Kameda Daiichi Hospital, Niigata City 950-0165, Japan;
| | - Masashi Okamoto
- Department of Radiology, Kameda Daiichi Hospital, Niigata City 950-0165, Japan;
| | - Klaus Radermacher
- Chair of Medical Engineering, Helmholtz-Institute for Biomedical Engineering, RWTH Aachen University, 52074 Aachen, Germany; (J.H.); (M.C.M.F.)
- Correspondence:
| |
Collapse
|