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Li W, Xu SM, Zhang DB, Bi HY, Gu GS. Research Advances in the Application of AI for Preoperative Measurements in Total Knee Arthroplasty. Life (Basel) 2023; 13:life13020451. [PMID: 36836808 PMCID: PMC9966396 DOI: 10.3390/life13020451] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2022] [Revised: 01/19/2023] [Accepted: 02/03/2023] [Indexed: 02/08/2023] Open
Abstract
Total knee arthroplasty (TKA) is widely used in clinical practice as an effective treatment for end-stage knee joint lesions. It can effectively correct joint deformities, relieve painful symptoms, and improve joint function. The reconstruction of lower extremity joint lines and soft tissue balance are important factors related to the durability of the implant; therefore, it is especially important to measure the joint lines and associated angles before TKA. In this article, we review the technological progress in the preoperative measurement of TKA.
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Navigated and Robot-Assisted Technology in Total Knee Arthroplasty: Do Outcome Differences Achieve Minimal Clinically Important Difference? J Arthroplasty 2022; 37:1562-1569. [PMID: 35367335 DOI: 10.1016/j.arth.2022.03.075] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/29/2022] [Revised: 02/25/2022] [Accepted: 03/25/2022] [Indexed: 02/02/2023] Open
Abstract
BACKGROUND In total knee arthroplasty (TKA), computer-assisted navigation (N-TKA) and robotic-assisted methods (RA-TKA) are intended to increase precision of mechanical and component alignment. However, the clinical significance of published patient-reported outcome measure (PROM) differences in comparison to conventional TKA (C-TKA) is unknown. METHODS A systematic review was performed to identify all studies reporting perioperative PROMs for either primary N-TKA or RA-TKA with a C-TKA comparison cohort with a minimum 1-year follow-up. Relative improvements in PROMs for the two cohorts were compared to published minimal clinically important difference (MCID) values. RESULTS After systematic review, 21 studies (N = 3,214) reporting on N-TKA and eight studies (N = 1,529) reporting on RA-TKA met inclusion criteria. Eighteen of 20 studies (90%) reported improved radiographic outcomes with N-TKA relative to C-TKA; five of five studies reported improved radiographic outcomes with RA-TKA relative to C-TKA. Five of 21 studies (24%) reported statistically significant greater improvements in clinical PROMs for N-TKA relative to C-TKA, whereas only two (10%) achieved clinical significance relative to MCID on a secondary analysis. One of 8 studies (13%) reported statistically significant greater improvements in PROMs for RA-TKA relative to C-TKA, whereas none achieved clinical significance relative to MCID on a secondary analysis. No studies reported a significant difference in revision rates. CONCLUSION While most studies comparing RA-TKA and N-TKA with C-TKA demonstrate improved radiographic alignment outcomes, a minority of studies reported PROM differences that achieve clinical significance. Future studies should report data and be interpreted in the context of clinical significance to establish patient and surgeon expectations for emerging technologies.
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Accelerometer-based, hand-held navigation for improved knee alignment in total knee arthroplasty: An observational study. J Clin Orthop Trauma 2021; 24:101689. [PMID: 34840947 PMCID: PMC8605332 DOI: 10.1016/j.jcot.2021.101689] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Revised: 11/01/2021] [Accepted: 11/02/2021] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND Malalignment in total knee arthroplasty has been associated with poor implant longevity and clinical outcomes. The aim of this study was to investigate the accuracy of accelerometer-based navigation in restoring the mechanical axis. METHODS 106 primary total knee arthroplasties performed during February 2016 to September 2017 at a tertiary care centre in India were enrolled in this observational study. We noted the intra-op tourniquet time. Two separate blinded observers measured the preoperative mechanical axis and the post operative radiological results (mechanical axis, coronal and sagittal alignment of femoral and tibial components) and the mean value was taken as final data. Interclass correlation was done to look for variability between the two observers. RESULTS The mean pre operative mechanical axis was 13.74 ± 10.44. The mean tourniquet time was 53.14 ± 7.42 min 91.5% (96/106) knees were within ±3° of neutral mechanical axis with a mean of 1.00° ± 2.68°. The femoral and tibial components with coronal alignment within ±3° perpendicular to the mechanical axis were 93.39% (99/106) and 89.62% (95/106) respectively. In the sagittal plane 89.62% of the femoral components and 87.73% of the tibial components were within ±3° perpendicular to the axis of tibia. CONCLUSION The Accelerometer based portable navigation system effectively reduces the coronal and sagittal alignment outliers in total knee arthroplasty and has no role in rotational alignment of components.
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Buchlak QD, Clair J, Esmaili N, Barmare A, Chandrasekaran S. Clinical outcomes associated with robotic and computer-navigated total knee arthroplasty: a machine learning-augmented systematic review. EUROPEAN JOURNAL OF ORTHOPAEDIC SURGERY AND TRAUMATOLOGY 2021; 32:915-931. [PMID: 34173066 DOI: 10.1007/s00590-021-03059-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Accepted: 06/14/2021] [Indexed: 10/21/2022]
Abstract
BACKGROUND Robotic (RTKA) and computer-navigated total knee arthroplasty (CNTKA) are increasingly replacing manual techniques in orthopaedic surgery. This systematic review compared clinical outcomes associated with RTKA and CNTKA and investigated the utility of natural language processing (NLP) for the literature synthesis. METHODS A comprehensive search strategy was implemented. Results of included studies were combined and analysed. A transfer learning approach was applied to train deep NLP classifiers (BERT, RoBERTa and XLNet), with cross-validation, to partially automate the systematic review process. RESULTS 52 studies were included, comprising 5,067 RTKA and 2,108 CNTKA. Complication rates were 0-22% and 0-16% and surgical time was 70-116 and 77-102 min for RTKA and CNTKA, respectively. Technical failures were more commonly associated with RTKA (8%) than CNTKA (2-4%). Patient satisfaction was equivalent (94%). RTKA was associated with a higher likelihood of achieving target alignment, less femoral notching, shorter operative time and shorter length of stay. NLP models demonstrated moderate performance (AUC = 0.65-0.68). CONCLUSIONS RTKA and CNTKA appear to be associated with similarly positive clinical outcomes. Further work is required to determine whether the two techniques differ significantly with regard to specific outcome measures. NLP shows promise for facilitating the systematic review process.
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Affiliation(s)
- Quinlan D Buchlak
- School of Medicine, The University of Notre Dame Australia, Sydney, NSW, Australia.
| | - Joe Clair
- Department of Orthopaedics, Werribee Mercy Hospital, Melbourne, VIC, Australia
| | - Nazanin Esmaili
- School of Medicine, The University of Notre Dame Australia, Sydney, NSW, Australia.,Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia
| | - Arshad Barmare
- School of Medicine, The University of Notre Dame Australia, Sydney, NSW, Australia.,Department of Orthopaedics, Werribee Mercy Hospital, Melbourne, VIC, Australia
| | - Siva Chandrasekaran
- Department of Orthopaedics, Werribee Mercy Hospital, Melbourne, VIC, Australia
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Londhe SB, Shah RV, Agrawal PO, Pestonji JM, Londhe SS, Langaliya MK. Education, engagement and provision of empathy by trained counselor enhances the patient satisfaction after Total Knee Arthroplasty. J Clin Orthop Trauma 2021; 17:191-194. [PMID: 33898238 PMCID: PMC8047450 DOI: 10.1016/j.jcot.2021.03.011] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/28/2020] [Revised: 12/06/2020] [Accepted: 03/14/2021] [Indexed: 11/25/2022] Open
Abstract
BACKGROUND One of the major concerns following Total Knee Arthroplasty (TKA) surgery is patient satisfaction. Hence, this study sought to assess the effect of patient education, engagement and provision of empathy delivered by trained counselor on patient satisfaction. METHODS All the patients included in the study were randomly allocated to two groups: Patients who received counseling from trained personnel during pre-, peri- and post-TKA phase constituted group-A (n = 100) whereas patients who were advised by the surgeon before the procedure constituted group-B (n = 100). All the patients who were counseled by trained personnel continued to receive counseling up to six months following TKA surgery. Patients belonging to group-A were provided counseling pertaining to education related to TKA procedure, the modalities of pain management and post-TKA ambulation regimen. Patient satisfaction was measured with Forgotten Joint Score-12 (FJS-12) and consumer gap (defined as the difference between patient perception and expectation) was recorded by an independent observer after 52-week of the TKA procedure. RESULTS Patients belong to group-A had higher satisfaction as compared to those in group-B as evident by statistically higher FJS-12 score (64.5 ± 16.4 vs. 59.4 ± 17.9; p = 0.0369). There was statistically significant difference observed in consumer gap between group-A (6%) and group-B (16%) (p = 0.0242). CONCLUSIONS The results of the study are encouraging to employ counseling by trained personnel during pre-, peri- and post-TKA phases as to improve patient satisfaction and reduce consumer gap.
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Affiliation(s)
- Sanjay Bhalchandra Londhe
- Hoy Spirit Hospital, Andheri, India,Corresponding author. Holy Spirit Hospital, Mahakali Caves Road, Andheri East, Mumbai, 400093, Maharashtra, India.
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The Functionality of a Novel Robotic Surgical Assistant for Total Knee Arthroplasty: A Case Series. Case Rep Orthop 2021. [DOI: 10.1155/2021/6659707] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Conventional total knee arthroplasty and soft tissue balancing is based on a subjective unquantified assessment, which can lead to imperfect balancing and poor patient outcomes. Five case studies were used to present the functionality of a novel robotic system in allowing intraoperative adjustments based on objective measures for several primary total knee arthroplasty cases. The robotic system allows the surgeon to drive every step of the case, turning the subjective nature of conventional knee replacement into a more objective and scientific approach for restoration of alignment, gap balancing, joint space restoration, femoral rotation, and Q-angle restoration. The robotic system allowed precise intraoperative adjustments, as demonstrated by these cases, and is a promising step towards more personalized total knee arthroplasty made possible by utilizing real-time objective measures.
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Matsui Y, Fukuoka S, Masuda S, Matsuura M, Masada T, Fukunaga K. Accuracy of tibial component placement in unicompartmental knee arthroplasty performed using an accelerometer-based portable navigation system. Knee Surg Sports Traumatol Arthrosc 2020; 28:3733-3739. [PMID: 31654129 DOI: 10.1007/s00167-019-05752-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2019] [Accepted: 10/07/2019] [Indexed: 11/24/2022]
Abstract
PURPOSE There is a need for new devices to improve the accuracy of implantation in unicompartmental knee arthroplasties (UKAs). The accelerometer-based portable navigation system is expected to improve this accuracy. This study aimed to compare the accuracy of UKAs performed by the portable navigation system with that of the conventional method, and to investigate whether the portable navigation system can complement the surgeon's experience. METHODS The study comprised of 80 Oxford UKAs. Knees were divided into two groups based on the method of tibial osteotomy: the conventional group (37 UKAs performed by an experienced surgeon using the extra-medullary guide) and the portable navigation group (43 UKAs performed by 2 unaccustomed surgeons using the navigation system). The absolute error from the target angle on the coronal and sagittal plane was measured on whole lower leg X-ray. The incidence of outliers (> 3°) was compared between the groups using Fisher's exact probability test. RESULTS The incidences of outliers on the coronal plane were 41.0% (15 of 37 knees) in the conventional group and 9.3% (4 of 43 knees) in the portable navigation group (p < 0.0001). The incidences of outliers on the sagittal plane were 13.5% (5 of 37 knees) in the conventional group and 14.0% (6 of 43 knees) in the portable navigation group (p = 0.3772). CONCLUSION This is the first report on the usefulness of an accelerometer-based portable navigation system in UKA. The use of this system improves the accuracy of implantation of the tibial component beyond the experience of the surgeon. LEVEL OF EVIDENCE Retrospective comparative study, Level III.
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Affiliation(s)
- Yoshio Matsui
- Osaka City General Hospital, 2-13-22 Miyakojimahondori Miyakojima, Osaka City, 534-0021, Osaka, Japan.
| | - Shinichi Fukuoka
- Nishinomiya Watanabe Hospital, 2-13-22 Miyakojimahondori Miyakojima, Osaka City, 534-0021, Osaka, Japan
| | - Sho Masuda
- Osaka City General Hospital, 2-13-22 Miyakojimahondori Miyakojima, Osaka City, 534-0021, Osaka, Japan
| | - Masanori Matsuura
- Osaka City General Hospital, 2-13-22 Miyakojimahondori Miyakojima, Osaka City, 534-0021, Osaka, Japan
| | - Toshiaki Masada
- Nishinomiya Watanabe Hospital, 2-13-22 Miyakojimahondori Miyakojima, Osaka City, 534-0021, Osaka, Japan
| | - Kenji Fukunaga
- Nishinomiya Watanabe Hospital, 2-13-22 Miyakojimahondori Miyakojima, Osaka City, 534-0021, Osaka, Japan
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Gao J, Dong S, Li JJ, Ge L, Xing D, Lin J. New technology-based assistive techniques in total knee arthroplasty: A Bayesian network meta-analysis and systematic review. Int J Med Robot 2020; 17:e2189. [PMID: 33108058 DOI: 10.1002/rcs.2189] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2020] [Revised: 10/18/2020] [Accepted: 10/22/2020] [Indexed: 02/05/2023]
Abstract
BACKGROUND The radiological and clinical efficiency among robot-assisted surgery (RAS), computer-assisted navigation system (CAS) and conventional (CON) total knee arthroplasty (TKA) remains controversial. METHODS Bayesian network meta-analysis (NMA) and systematic review were performed to investigate radiological and clinical efficiency respectively. The certainty of the evidence was evaluated using GRADE and CERQual tool. RESULTS Thirty-four RCTs (7289 patients and 7424 knees) were included. The NMA showed that RAS-TKA had the highest probability for mechanical axis restoration (odds ratio for RAS vs. CAS 3.79, CrI 1.14 to 20.54, very low certainty), followed by CAS-TKA (odds ratio for CAS vs. CON 2.55, CrI 1.67 to 4.01, very low certainty) and then CON-TKA, without significant differences in other radiological parameters. No differences were found in clinical outcomes after qualitative systematic review (overall low certainty). CONCLUSIONS Technology-based assistive techniques (CAS and RAS) may surpass the CON-TKA, when considering higher radiological accuracy and comparable clinical outcomes. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Jiaxiang Gao
- Arthritis Clinic & Research Center, Peking University People's Hospital, Peking University, Beijing, China
- Arthritis Institute, Peking University, Beijing, China
| | - Shengjie Dong
- Orthopedic department, Yantaishan Hospital, Yantai, Shandong, China
| | - Jiao Jiao Li
- Kolling Institute, University of Sydney, Sydney, NSW, 2006, Australia
| | - Long Ge
- Evidence Based Social Science Research Center, School of Public Health, Lanzhou University, Gansu, China
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Canada
| | - Dan Xing
- Arthritis Clinic & Research Center, Peking University People's Hospital, Peking University, Beijing, China
- Arthritis Institute, Peking University, Beijing, China
| | - Jianhao Lin
- Arthritis Clinic & Research Center, Peking University People's Hospital, Peking University, Beijing, China
- Arthritis Institute, Peking University, Beijing, China
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Shatrov J, Parker D. Computer and robotic - assisted total knee arthroplasty: a review of outcomes. J Exp Orthop 2020; 7:70. [PMID: 32974864 PMCID: PMC7516005 DOI: 10.1186/s40634-020-00278-y] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2020] [Accepted: 08/17/2020] [Indexed: 01/10/2023] Open
Abstract
Background Total knee arthroplasty (TKA) is a successful treatment for tricompartmental knee arthritis. Computer navigation and robotic-assisted-surgery (RAS) have emerged as tools that aim to help plan and execute surgery with greater precision and consistency. We reviewed the most current literature to describe the historical background and outcomes compared to conventional TKA. Methods A review and synthesis of the literature comparing the patient reported outcomes (PROM’s) of RA TKA and computer-assisted (CA) TKA to conventional TKA was performed using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Results CAS TKA improves accuracy and consistency of implant position, and appears to provide a small improvement in PROMs and implant survival compared to conventional TKA. RTKA similarly improves implant accuracy compared to conventional techniques and early results suggest a similar small benefit in PROMs compared to conventional TKA. A strengthening trend is emerging showing CAS TKA has greatest benefit to implant survival in people under 65. RTKA survival analysis data is more limited and early results do not allow strong conclusions, however early trends are similar to CAS TKA. Conclusion Results for CAS-TKA show improvement in alignment, and early clinical outcomes have revealed promising results, with longer-term data and medium-term survival analysis recently emerging showing small benefits over conventional TKA. RTKA represents another phase of development. Early results show similar trends to that of CAS TKA with longer-term data still to come.
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Affiliation(s)
- Jobe Shatrov
- Royal North Shore Hospital, St Leonards, Australia. .,Sydney Orthopaedic Research Institute, Chatswood, Australia.
| | - David Parker
- Royal North Shore Hospital, St Leonards, Australia.,Sydney Orthopaedic Research Institute, Chatswood, Australia.,University of Sydney, Sydney, Australia
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