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Baek JH, Lee SC, Ryu S, Lee DN, Kim T, Ahn HS, Nam CH. Surgical Technique for Complementing Robotic-Assisted Total Knee Arthroplasty in Middle-Aged Patients with Rigid Knee Bones. J Pers Med 2024; 14:945. [PMID: 39338199 PMCID: PMC11432815 DOI: 10.3390/jpm14090945] [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: 07/24/2024] [Revised: 08/19/2024] [Accepted: 09/04/2024] [Indexed: 09/30/2024] Open
Abstract
This study reports 12 cases of inaccurate bone cutting from a single-surgeon series of 509 consecutively performed robotic-assisted total knee arthroplasty (TKA) for 1 year. In addition, a complementary technique with the combined benefits of robotic-assisted and manual techniques that address this issue is described. From June 2020 to May 2021, a consecutive series of 509 TKAs was performed on 338 patients using a posterior-stabilized total knee prosthesis with a robotic-assisted system at our hospital. The surgical records were reviewed to identify the causative bone locations and bone re-cutting events correlated with improper trial instrument positioning. The re-cutting rate was 2.4% (12/509). All re-cutting attempts occurred because of improper cutting of the femoral posterior chamfer. Re-cutting was attempted mostly on middle-aged male patients. This complementary technique can facilitate manual bone cutting while retaining the advantages of robotic surgery during robotic-assisted TKA. Additionally, the combined technique of manual bone cutting and robotic-assisted surgery can be a useful alternative for middle-aged male patients with rigid knee bones.
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Affiliation(s)
- Ji-Hoon Baek
- Joint & Arthritis Research, Department of Orthopaedic Surgery, Himchan Hospital, Seoul 07999, Republic of Korea
| | - Su Chan Lee
- Joint & Arthritis Research, Department of Orthopaedic Surgery, Himchan Hospital, Seoul 07999, Republic of Korea
| | - Suengryol Ryu
- Joint & Arthritis Research, Department of Orthopaedic Surgery, Himchan Hospital, Seoul 07999, Republic of Korea
| | - Dong Nyoung Lee
- Joint & Arthritis Research, Department of Orthopaedic Surgery, Himchan Hospital, Seoul 07999, Republic of Korea
| | - Taehyeon Kim
- Joint & Arthritis Research, Department of Orthopaedic Surgery, Himchan Hospital, Seoul 07999, Republic of Korea
| | - Hye Sun Ahn
- Joint & Arthritis Research, Department of Orthopaedic Surgery, Himchan Hospital, Seoul 07999, Republic of Korea
| | - Chang Hyun Nam
- Joint & Arthritis Research, Department of Orthopaedic Surgery, Himchan Hospital, Seoul 07999, Republic of Korea
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Bhattacharjee SK, Kundu Choudhury A, Priyadarshi S, Prasad A, Ahlawat A. Functional Outcome in Obese Patients Undergoing Image-Based Cruciate Retaining Robotic-Assisted Total Knee Arthroplasty Using the Subvastus Approach: A Short-Term Study. Cureus 2024; 16:e68430. [PMID: 39360092 PMCID: PMC11445690 DOI: 10.7759/cureus.68430] [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] [Accepted: 08/31/2024] [Indexed: 10/04/2024] Open
Abstract
Introduction Knee osteoarthritis (OA) is a prevalent degenerative joint disease that significantly affects quality of life, especially among obese and morbidly obese individuals. Total knee arthroplasty (TKA) is an effective treatment for end-stage OA, but it presents unique challenges in obese patients. The mini-subvastus approach (SA) and robotic-assisted TKA (RA-TKA) are emerging techniques that may address these challenges. This study evaluates the clinical and radiological outcomes of cruciate-retaining (CR) RA-TKA using the mini-subvastus approach in obese and morbidly obese patients. Methods This study included 114 obese patients (215 knees) with primary OA who underwent CR RA-TKA (Maxx Meril CR knee, USA) using the Cuvis Joint® robotic system. Patients had a BMI of ≥30 kg/m² (n=101) and morbid obesity with a BMI ≥40 kg/m² (n=13). Preoperative planning involved CT scans and the J-planner for optimal implant size and positioning. Surgery was performed without tourniquets, and patients were mobilized postoperatively. Clinical outcomes were assessed using visual analog scale (VAS) scores and the American Knee Society Score (AKSS) at three and six months. Results The study included 85 females and 29 males with an average age of 61.8 years. Satisfactory knee exposure was achieved in all cases using SA, with no major complications such as wound infections, deep vein thrombosis, or component misalignment. Intraoperative challenges were managed effectively, including two cases of medial collateral ligament avulsion and one partial patellar tendon avulsion. Postoperative VAS scores showed significant pain reduction from pre-op (6.54) to post-op day 3 (1.3). AKSS improved from a pre-op average of 33.9 to 70.7 at three months and 80.9 at six months. Most patients (80%) achieved exceptional range of motion (ROM) ≥120° at six months. Discussion The mini-subvastus approach in RA-TKA offers several advantages, including reduced postoperative pain, faster recovery, and improved quadriceps strength, even in obese patients. The use of robotic assistance ensures accurate component positioning and alignment, mitigating the challenges typically associated with obese patients undergoing TKA. Conclusion The study demonstrates the feasibility and effectiveness of CR RA-TKA using the mini-subvastus approach in obese and morbidly obese patients. This technique provides adequate exposure, reduces pain, and promotes early mobilization and recovery with satisfactory clinical and radiological outcomes. The findings support the potential for wider adoption of this approach in managing knee OA in obese populations, though further studies with longer follow-up are warranted.
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Affiliation(s)
- Sujoy K Bhattacharjee
- Robotics and Joint Replacement, Sarvodaya Hospital and Research Centre, Faridabad, IND
| | | | - Swapnil Priyadarshi
- Robotics and Joint Replacement, Sarvodaya Hospital and Research Centre, Faridabad, IND
| | - Avijeet Prasad
- Robotics and Joint Replacement, Sarvodaya Hospital and Research Centre, Faridabad, IND
| | - Akhil Ahlawat
- Robotics and Joint Replacement, Sarvodaya Hospital and Research Centre, Faridabad, IND
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Gorur A, Czerwonka N, El-Othmani MM, Held MB, Neuwirth AL, Geller JA. Outcomes of Image-Free Robotic Assisted Total Knee Arthroplasty in Patients Who Have Valgus Knee Deformities. J Arthroplasty 2024; 39:S235-S240. [PMID: 38518959 DOI: 10.1016/j.arth.2024.03.032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/08/2023] [Revised: 03/11/2024] [Accepted: 03/15/2024] [Indexed: 03/24/2024] Open
Abstract
BACKGROUND Valgus knee deformities pose a unique challenge in total knee arthroplasty (TKA) due to the complexity of achieving ligamentous balance and satisfactory alignment compared to varus or neutral deformities. Robotic-assisted (RA) TKA could aid in achieving improved component alignment and balance. METHODS We retrospectively evaluated a matched cohort of patients to compare image-free RA-TKA (n = 44) versus conventional manual (CM) TKA (n = 30) techniques in patients who have valgus deformity of 5 to 15 degrees, including radiographic and patient-reported outcomes measures (PROMs) over a 3-year period. The patient reported outcome measures (PROMs) studied to determine outcomes were: Western Ontario McMaster University Arthritis Index, Knee Society Score-Function Score, and Short Form 12-item Survey. RESULTS Overall, the RA-TKA cohort showed faster improvement in PROMs (37.16 ± 1 8.8 versus 25.74 ± 17.7, P = .02), shorter length of stay (1.41 versus 2.29 days, P = .02), and shorter operating room times (120.79 versus 123.67 minutes, P = .02) than CM-TK). Additionally, there was no difference in the use of primary versus varus-valgus constrained polyethylene liners between the cohorts. CONCLUSIONS In this investigation, RA-TKA yielded a slightly faster patient recovery, more objective measurements of ligamentous balance, and proved noninferior PROMs compared to CM-TKA for preoperative valgus knee deformities.
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Affiliation(s)
- Alaka Gorur
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York, New York
| | - Natalia Czerwonka
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York, New York
| | - Mouhanad M El-Othmani
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York, New York
| | - Michael B Held
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York, New York
| | - Alexander L Neuwirth
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York, New York
| | - Jeffrey A Geller
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York, New York
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Pagan CA, Karasavvidis T, Cohen-Rosenblum AR, Hannon CP, Lombardi AV, Vigdorchik JM. Technology in Total Knee Arthroplasty in 2023. J Arthroplasty 2024; 39:S54-S59. [PMID: 39053667 DOI: 10.1016/j.arth.2024.07.028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Revised: 07/15/2024] [Accepted: 07/17/2024] [Indexed: 07/27/2024] Open
Abstract
Over the past few decades, instrumentation and techniques for total knee arthroplasty have evolved from conventional manual tools to a wide range of technologies, including calibrated guides for accurate bone cuts and alignment, smart tools, dynamic intraoperative sensors for soft tissue balancing, patient-specific guides, computer navigation, and robotics. This review is intended to provide an overview of the latest advancements in total knee arthroplasty technology, address potential challenges and solutions related to the application of these technologies, and explore their limitations.
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Affiliation(s)
- Cale A Pagan
- Adult Reconstruction and Joint Replacement Service, Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, New York
| | - Theofilos Karasavvidis
- Adult Reconstruction and Joint Replacement Service, Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, New York
| | | | - Charles P Hannon
- Deparment of Orthopaedic Surgery, Mayo Clinic, Rochester, Minnesota
| | | | - Jonathan M Vigdorchik
- Adult Reconstruction and Joint Replacement Service, Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, New York
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5
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Hepinstall MS, Di Gangi C, Oakley C, Sybert M, Meere PA, Meftah M. Variability in Alignment and Bone Resections in Robotically Balanced Total Knee Arthroplasties. Bioengineering (Basel) 2024; 11:845. [PMID: 39199803 PMCID: PMC11351558 DOI: 10.3390/bioengineering11080845] [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: 07/24/2024] [Accepted: 08/16/2024] [Indexed: 09/01/2024] Open
Abstract
Image-based robotic-assisted total knee arthroplasty (RA-TKA) allows three-dimensional surgical planning informed by osseous anatomy, with intraoperative adjustment based on a dynamic assessment of ligament laxity and gap balance. The aim of this study was to identify ranges of implant alignment and bone resections with RA-TKA. We retrospectively reviewed 484 primary RA-TKA cases, stratified by preoperative coronal alignment. Demographics and intraoperative data were collected and compared using Chi-square and ANOVA tests. Planned limb, femoral, and tibial alignment became increasingly varus in a progressive order from valgus to neutral to the highest in varus knees (p < 0.001). Planned external transverse rotation relative to the TEA was lowest in the valgus cohort; relative to the PCA, whereas the varus cohort was highest (p < 0.001, both). Planned resections of the lateral distal femur and of the medial posterior femur were greater in the varus group compared to neutral and valgus (p < 0.001). There were significant differences between cohorts in planned tibia resections, laterally and medially. Varus knees demonstrated higher variability, while valgus and neutral had more metrics with low variability. This study demonstrated trends in intraoperative planned alignment and resection metrics across various preoperative coronal knee alignments. These findings contribute to the understanding of RA-TKA and may inform surgical decision-making.
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Inabathula A, Semerdzhiev DI, Srinivasan A, Amirouche F, Puri L, Piponov H. Robots on the Stage: A Snapshot of the American Robotic Total Knee Arthroplasty Market. JB JS Open Access 2024; 9:e24.00063. [PMID: 39238881 PMCID: PMC11368221 DOI: 10.2106/jbjs.oa.24.00063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/07/2024] Open
Abstract
» Computer-assisted robots aid orthopaedic surgeons in implant positioning and bony resection. Surgeons selecting a robot for their practice are faced with numerous options. This study aims to make the choice less daunting by reviewing the most commonly used Food and Drug Administration-approved robotic total knee arthroplasty platforms in the American arthroplasty market.» Modern total knee arthroplasty (TKA) robots use computer guidance to create a virtual knee model that serves as the surgeon's canvas for resection planning.» Most available robotic TKA (rTKA) systems are closed semiactive systems that restrict implant use to those of the manufacturer.» Each system has distinct imaging requirements, safety features, resection methods, and operating room footprints that will affect a surgeon's technique and practice.» Robots carry different purchase, maintenance, and equipment costs that will influence patient access across different socioeconomic groups.» Some studies show improved early patient-reported outcomes with rTKA, but long-term studies have yet to show clinical superiority over manual TKA.
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Affiliation(s)
| | | | | | | | - Lalit Puri
- Northshore University Health System, Evanston, Illinois
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7
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Neira I, Llopis R, Cuadrado L, Fernández D, Villanueva E, Nuño N, Forriol F. Analysis of the Initial Learning Curve for Robotic-Assisted Total Knee Arthroplasty Using the ROSA ® Knee System. J Clin Med 2024; 13:3349. [PMID: 38893059 PMCID: PMC11172834 DOI: 10.3390/jcm13113349] [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: 04/13/2024] [Revised: 05/31/2024] [Accepted: 06/01/2024] [Indexed: 06/21/2024] Open
Abstract
Background/Objectives: Total knee arthroplasty (TKA) is a frequent procedure in orthopedic surgery. Advances in TKA include the development of robotic-assisted systems. Training in raTKA entails a learning curve to achieve proficiency comparable to conventional manual TKA (maTKA). Methods: We conducted a prospective study of the learning curve in raTKA using the Robotic Surgical Assistant (ROSA) Knee System. The study included 180 patients (90 raTKAs; 90 maTKAs) and three surgeons (one with >15 years of experience in maTKA). The cumulative sum control chart method (CUSUM) was used to define the transition from the learning phase to the mastered phase in raTKA. Results: The learning curves were 43 cases (experienced surgeons) and 61 cases (all surgeons). Mean operative times for both phases in raTKA were longer than in maTKA (p < 0.001). In raTKA, operative times in the learning phase were longer compared to those in the mastered phase (p < 0.001). Operative times in the learning and mastered phases for all surgeons in raTKA were significantly longer compared to those in maTKA (p < 0.001); however, operative times of the experienced surgeon in the mastered phase of raTKA and in maTKA showed no differences. Conclusions: The learning curve in raTKA is dependent upon the surgeon's previous experience in maTKA.
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Affiliation(s)
- Inmaculada Neira
- Department of Orthopedic Surgery, Hospital Universitario Santa Cristina, 28006 Madrid, Spain; (R.L.); (L.C.); (D.F.); (E.V.)
- Facultad de Medicina, Universidad CEU San Pablo, 28925 Alcorcón, Spain;
| | - Rafael Llopis
- Department of Orthopedic Surgery, Hospital Universitario Santa Cristina, 28006 Madrid, Spain; (R.L.); (L.C.); (D.F.); (E.V.)
| | - Luis Cuadrado
- Department of Orthopedic Surgery, Hospital Universitario Santa Cristina, 28006 Madrid, Spain; (R.L.); (L.C.); (D.F.); (E.V.)
| | - David Fernández
- Department of Orthopedic Surgery, Hospital Universitario Santa Cristina, 28006 Madrid, Spain; (R.L.); (L.C.); (D.F.); (E.V.)
| | - Enrique Villanueva
- Department of Orthopedic Surgery, Hospital Universitario Santa Cristina, 28006 Madrid, Spain; (R.L.); (L.C.); (D.F.); (E.V.)
- Orthopedic Surgery, Hospital General Tierra y Libertad, Monterrey 64325, Mexico
| | - Néstor Nuño
- Independent Researcher, 28400 Madrid, Spain;
| | - Francisco Forriol
- Facultad de Medicina, Universidad CEU San Pablo, 28925 Alcorcón, Spain;
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Hasegawa M, Tone S, Naito Y, Sudo A. Comparison of accuracy and early outcomes in robotic total knee arthroplasty using NAVIO and ROSA. Sci Rep 2024; 14:3192. [PMID: 38326363 PMCID: PMC10850152 DOI: 10.1038/s41598-024-53789-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Accepted: 02/05/2024] [Indexed: 02/09/2024] Open
Abstract
This study aimed to compare the cutting and component placement accuracies and early outcomes after total knee arthroplasty (TKA) between an image-free handheld robotic system (NAVIO) and a radiography-based robotic system (ROSA). This retrospective study included 88 patients (88 knees) who underwent TKA using the NAVIO (40 patients) or ROSA (48 patients) robotic systems. The accuracies of the robotic systems were compared. Clinical scores were evaluated using the Knee Society Score 2011 (KSS 2011) and the forgotten joint score (FJS)-12 at 1 year postoperatively. The femoral sagittal cutting error was smaller in the NAVIO group than in the ROSA group. The other cutting errors were not statistically different in both groups. Implantation errors did not differ between the groups. Regarding the clinical outcomes of the KSS 2011 subscales, the symptoms score was higher in knees operated using ROSA than in those using NAVIO. The other KSS 2011 subscales and the FJS-12 showed no differences between the two groups. In conclusion, the femoral sagittal cutting error was smaller in the NAVIO group than in the ROSA group, and the KSS 2011 symptom score subsection at one year was higher in the knees operated using ROSA than in those using NAVIO.
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Affiliation(s)
- Masahiro Hasegawa
- Department of Orthopaedic Surgery, Mie University Graduate School of Medicine, 2-174 Edobashi, Tsu City, Mie, 514-8507, Japan.
| | - Shine Tone
- Department of Orthopaedic Surgery, Mie University Graduate School of Medicine, 2-174 Edobashi, Tsu City, Mie, 514-8507, Japan
| | - Yohei Naito
- Department of Orthopaedic Surgery, Mie University Graduate School of Medicine, 2-174 Edobashi, Tsu City, Mie, 514-8507, Japan
| | - Akihiro Sudo
- Department of Orthopaedic Surgery, Mie University Graduate School of Medicine, 2-174 Edobashi, Tsu City, Mie, 514-8507, Japan
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Lee HJ, Park KK, Park YB, Choi SW, Kim BO, Kim SH. Accuracy of Advanced Active Robot for Total Knee Arthroplasty: A Cadaveric Study. J Knee Surg 2024; 37:135-141. [PMID: 36638805 DOI: 10.1055/s-0042-1760391] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
Although the accuracy of other types of robotic systems for total knee arthroplasty (TKA) has been assessed in cadaveric studies, no investigations have been performed to evaluate this newly advanced active robotic system. Therefore, the authors aimed to analyze the accuracy of bone resection in terms of thickness and alignment in a cadaveric study. Three cadaveric specimens (six knees) and an active robotic system (CUVIS Joint, CUREXO) were used in the study. Three surgeons with different experiences in robotic TKAs performed this cadaveric study using the same robotic protocol with two different implant designs. The thickness and angle of bone resection planes obtained from the optical tracking system and the difference between resection planes and the planning data were assessed to determine accuracy. With respect to the overall resection accuracy compared to the plan, the cutting depth accuracy was within 1.0 mm mean of root mean square (RMS), and the resection angle accuracy in terms of sagittal, coronal, and axial planes was within 1.0 degree mean RMS. In contrast, no significant differences were observed between the planned and measured values in terms of the resection angles and cutting thickness. The hip-knee-ankle angle at postoperative evaluation was 0.7 degrees ± 0.7 degrees (RMS 1.0 degrees). This in vivo study suggests that the use of this newly advanced active robotic system for TKA demonstrates a high degree of accuracy in terms of resection thickness and alignment. This finding supports the clinical application of this advanced robotic system. LEVEL OF EVIDENCE: Cadaveric study, Level V.
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Affiliation(s)
- Han-Jun Lee
- Department of Orthopedic Surgery, Chung-Ang University Hospital, Chung-Ang University College of Medicine, Seoul, South Korea
| | - Kwan Kyu Park
- Department of Orthopedic Surgery, Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Yong-Beom Park
- Department of Orthopedic Surgery, Chung-Ang University Gwangmyeong Hospital, Chung-Ang University College of Medicine, Gwangmyeong-si, Gyeonggi-do, South Korea
| | - Sung Wook Choi
- Department of Orthopedic Surgery, Jeju National University Hospital, Jeju National University School of Medicine, Jeju, South Korea
| | - Bong-Oh Kim
- R & D center, Curexo Inc., Seoul, South Korea
| | - Seong Hwan Kim
- Department of Orthopedic Surgery, Chung-Ang University Hospital, Chung-Ang University College of Medicine, Seoul, South Korea
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Chato L, Regentova E. Survey of Transfer Learning Approaches in the Machine Learning of Digital Health Sensing Data. J Pers Med 2023; 13:1703. [PMID: 38138930 PMCID: PMC10744730 DOI: 10.3390/jpm13121703] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Revised: 12/01/2023] [Accepted: 12/08/2023] [Indexed: 12/24/2023] Open
Abstract
Machine learning and digital health sensing data have led to numerous research achievements aimed at improving digital health technology. However, using machine learning in digital health poses challenges related to data availability, such as incomplete, unstructured, and fragmented data, as well as issues related to data privacy, security, and data format standardization. Furthermore, there is a risk of bias and discrimination in machine learning models. Thus, developing an accurate prediction model from scratch can be an expensive and complicated task that often requires extensive experiments and complex computations. Transfer learning methods have emerged as a feasible solution to address these issues by transferring knowledge from a previously trained task to develop high-performance prediction models for a new task. This survey paper provides a comprehensive study of the effectiveness of transfer learning for digital health applications to enhance the accuracy and efficiency of diagnoses and prognoses, as well as to improve healthcare services. The first part of this survey paper presents and discusses the most common digital health sensing technologies as valuable data resources for machine learning applications, including transfer learning. The second part discusses the meaning of transfer learning, clarifying the categories and types of knowledge transfer. It also explains transfer learning methods and strategies, and their role in addressing the challenges in developing accurate machine learning models, specifically on digital health sensing data. These methods include feature extraction, fine-tuning, domain adaptation, multitask learning, federated learning, and few-/single-/zero-shot learning. This survey paper highlights the key features of each transfer learning method and strategy, and discusses the limitations and challenges of using transfer learning for digital health applications. Overall, this paper is a comprehensive survey of transfer learning methods on digital health sensing data which aims to inspire researchers to gain knowledge of transfer learning approaches and their applications in digital health, enhance the current transfer learning approaches in digital health, develop new transfer learning strategies to overcome the current limitations, and apply them to a variety of digital health technologies.
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Affiliation(s)
- Lina Chato
- Department of Electrical and Computer Engineering, University of Nevada, Las Vegas, NV 89154, USA;
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Suarez-Ahedo C, Lopez-Reyes A, Martinez-Armenta C, Martinez-Gomez LE, Martinez-Nava GA, Pineda C, Vanegas-Contla DR, Domb B. Revolutionizing orthopedics: a comprehensive review of robot-assisted surgery, clinical outcomes, and the future of patient care. J Robot Surg 2023; 17:2575-2581. [PMID: 37639163 DOI: 10.1007/s11701-023-01697-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Accepted: 08/14/2023] [Indexed: 08/29/2023]
Abstract
Robotic-assisted orthopedic surgery (RAOS) is revolutionizing the field, offering the potential for increased accuracy and precision and improved patient outcomes. This comprehensive review explores the historical perspective, current robotic systems, advantages and limitations, clinical outcomes, patient satisfaction, future developments, and innovation in RAOS. Based on systematic reviews, meta-analyses, and recent studies, this article highlights the most significant findings and compares RAOS to conventional techniques. As robotic-assisted surgery continues to evolve, clinicians and researchers must stay informed and adapt their practices to provide optimal patient care. Evidence from published studies corroborates these claims, highlighting superior component positioning, decreased incidence of complications, and heightened patient satisfaction. However, challenges such as costs, learning curves, and technical issues must be resolved to fully capitalize on these advantages.
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Affiliation(s)
- Carlos Suarez-Ahedo
- Instituto Nacional de Rehabilitación, Mexico City, Mexico.
- American Hip Institute, Des Plaines, IL, USA.
| | | | | | | | | | - Carlos Pineda
- Instituto Nacional de Rehabilitación, Mexico City, Mexico
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12
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Zhang H, Bai X, Wang H, Zhu Z, Li X. Learning curve analysis of robotic-assisted total knee arthroplasty with a Chinese surgical system. J Orthop Surg Res 2023; 18:900. [PMID: 38012732 PMCID: PMC10680304 DOI: 10.1186/s13018-023-04382-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/03/2023] [Accepted: 11/17/2023] [Indexed: 11/29/2023] Open
Abstract
PURPOSE The aim of this study was to analyze the learning curve of total operative time, bone cutting accuracy, and limb alignment in total knee arthroplasty (TKA) using a Chinese image-based knee surgery robot known as HURWA. Additionally, a comparison was conducted with conventional TKA to ascertain the benefits of robotic-assisted TKA. METHODS In this retrospective study, we analyzed a series of patients (n = 90) who underwent robotic-assisted total knee arthroplasty using the HURWA robot between December 2021 and October 2022. The procedures were performed by one of three orthopedic surgeons with varying levels of experience. As a control group, we selected the last 30 conventional TKA cases performed by each of these three surgeons. To determine the learning curve, we recorded the operative time, bone cutting error, and pre- and post-surgery radiographs. RESULTS The study found no significant differences in total operative time, bone cutting accuracy, or limb alignment among the three surgeons. Of the three surgeons, surgeon 1, who had the most experience in joint arthroplasty, reached the learning curve in case 8, with the shortest bone cutting time and robot time. Surgeon 2 reached the learning curve in case 16, while surgeon 3 reached the learning curve in case 9. There was no observable learning curve effect for bone cutting accuracy and limb alignment. However, the percentage of cases where limb alignment differed from preoperative planning by 3° or less was higher in robotic-assisted TKA (77.97%) than in conventional TKA (47.19%). CONCLUSION The study determined that the learning curve for robotic-assisted TKA using the HURWA knee surgery robot ranged from 8 to 20 cases. No observable learning curve effect was detected for bone cutting accuracy or limb alignment. Experienced surgeons using the HURWA robot for bone cutting took less time and reached the learning curve earlier. The HURWA robot achieved better limb alignment without depending on the experience of conventional TKA.
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Affiliation(s)
- Haoran Zhang
- Department of Sports Medicine and Joint Surgery, The People's Hospital of Liaoning Province, The People's Hospital of China Medical University, 33 Wenyi Road, Shenyang, 110000, China
| | - Xizhuang Bai
- Department of Sports Medicine and Joint Surgery, The People's Hospital of Liaoning Province, The People's Hospital of China Medical University, 33 Wenyi Road, Shenyang, 110000, China
| | - Huisheng Wang
- Department of Sports Medicine and Joint Surgery, The People's Hospital of Liaoning Province, The People's Hospital of China Medical University, 33 Wenyi Road, Shenyang, 110000, China
| | - Zhiyong Zhu
- Department of Sports Medicine and Joint Surgery, The People's Hospital of Liaoning Province, The People's Hospital of China Medical University, 33 Wenyi Road, Shenyang, 110000, China
| | - Xi Li
- Department of Sports Medicine and Joint Surgery, The People's Hospital of Liaoning Province, The People's Hospital of China Medical University, 33 Wenyi Road, Shenyang, 110000, China.
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李 亦, 张 晓, 曹 力, 孙 永, 叶 晔, 谢 杰, 胡 懿, 李 忠, 唐 本. [A multicenter randomized controlled trial of domestic robot-assisted and conventional total knee arthroplasty]. ZHONGGUO XIU FU CHONG JIAN WAI KE ZA ZHI = ZHONGGUO XIUFU CHONGJIAN WAIKE ZAZHI = CHINESE JOURNAL OF REPARATIVE AND RECONSTRUCTIVE SURGERY 2023; 37:1326-1334. [PMID: 37987040 PMCID: PMC10662400 DOI: 10.7507/1002-1892.202307078] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Received: 07/23/2023] [Revised: 10/23/2023] [Accepted: 10/23/2023] [Indexed: 11/22/2023]
Abstract
Objective To investigate the accuracy, safety, and short-term effectiveness of a domestic robot-assisted system in total knee arthroplasty (TKA) by a multicenter randomized controlled trial. Methods Between December 2021 and February 2023, 138 patients with knee osteoarthritis who received TKA in 5 clinical centers were prospectively collected, and 134 patients met the inclusion criteria were randomly assigned to either a trial group ( n=68) or a control group ( n=66). Seven patients had lost follow-up and missing data, so they were excluded and the remaining 127 patients were included for analysis, including 66 patients in the trial group and 61 patients in the control group. There was no significant difference ( P>0.05) in gender, age, body mass index, side, duration of osteoarthritis, Kellgren-Lawrence grading, preoperative Knee Society Score (KSS) and Western Ontario and McMaster University Osteoarthritis Index (WOMAC) score between the two groups. The trial group completed the TKA by domestic robot-assisted osteotomy according to the preoperative CT-based surgical planning. The control group was performed by traditional osteotomy plate combined with soft tissue release. Total operation time, osteotomy time of femoral/tibial side, intraoperative blood loss, and postoperative complications were recorded and compared between the two groups. The radiographs were taken at 5 and 90 days after operation, and hip-knee-ankle angle (HKA), lateral distal angle of femur (LDFA), and posterior tibial slope (PTS) were measured. The difference between the measured values of the above indexes at two time points after operation and the preoperative planning target values was calculated, and the absolute value (absolute error) was taken for comparison between the two groups. The postoperative recovery of lower limb alignment was judged and the accuracy was calculated. KSS score and WOMAC score were used to evaluate the knee joint function of patients before operation and at 90 days after operation. The improvement rates of KSS score and WOMAC score were calculated. The function, stability, and convenience of the robot-assisted system were evaluated by the surgeons. Results The total operation time and femoral osteotomy time of the trial group were significantly longer than those of the control group ( P<0.05). There was no significant difference in the tibial osteotomy time and the amount of intraoperative blood loss between the two groups ( P>0.05). The incisions of both groups healed by first intention after operation, and there was no infection around the prosthesis. Nine patients in the trial group and 8 in the control group developed lower extremity vascular thrombosis, all of which were calf intermuscular venous thrombosis, and there was no significant difference in the incidence of complications ( P>0.05). All patients were followed up 90 days. There was no significant difference in KSS score and WOMAC score between the two groups at 90 days after operation ( P>0.05). There was significant difference in the improvement rate of KSS score between the two groups ( P<0.05), while there was no significant difference in the improvement rate of WOMAC score between the two groups ( P>0.05). Radiological results showed that the absolute errors of HKA and LDFA in the trial group were significantly smaller than those in the control group at 5 and 90 days after operation ( P<0.05), and the recovery accuracy of lower limb alignment was significantly higher than that in control group ( P<0.05). The absolute error of PTS in the trial group was significantly smaller than that in the control group at 5 days after operation ( P<0.05), but there was no significant difference at 90 days between the two groups ( P>0.05). The functional satisfaction rate of the robot-assisted system was 98.5% (65/66), and the satisfaction rates of stability and convenience were 100% (66/66). Conclusion Domestic robot-assisted TKA is a safe and effective surgical treatment for knee osteoarthritis, which can achieve favorable lower limb alignment reconstruction, precise implant of prosthesis, and satisfactory functional recovery.
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Affiliation(s)
- 亦丞 李
- 新疆医科大学第一附属医院骨科(乌鲁木齐 830054)Department of Orthopedics, the First Affiliated Hospital of Xinjiang Medical University, Urumqi Xinjiang, 830054, P. R. China
| | - 晓岗 张
- 新疆医科大学第一附属医院骨科(乌鲁木齐 830054)Department of Orthopedics, the First Affiliated Hospital of Xinjiang Medical University, Urumqi Xinjiang, 830054, P. R. China
| | - 力 曹
- 新疆医科大学第一附属医院骨科(乌鲁木齐 830054)Department of Orthopedics, the First Affiliated Hospital of Xinjiang Medical University, Urumqi Xinjiang, 830054, P. R. China
| | - 永强 孙
- 新疆医科大学第一附属医院骨科(乌鲁木齐 830054)Department of Orthopedics, the First Affiliated Hospital of Xinjiang Medical University, Urumqi Xinjiang, 830054, P. R. China
| | - 晔 叶
- 新疆医科大学第一附属医院骨科(乌鲁木齐 830054)Department of Orthopedics, the First Affiliated Hospital of Xinjiang Medical University, Urumqi Xinjiang, 830054, P. R. China
| | - 杰 谢
- 新疆医科大学第一附属医院骨科(乌鲁木齐 830054)Department of Orthopedics, the First Affiliated Hospital of Xinjiang Medical University, Urumqi Xinjiang, 830054, P. R. China
| | - 懿郃 胡
- 新疆医科大学第一附属医院骨科(乌鲁木齐 830054)Department of Orthopedics, the First Affiliated Hospital of Xinjiang Medical University, Urumqi Xinjiang, 830054, P. R. China
| | - 忠 李
- 新疆医科大学第一附属医院骨科(乌鲁木齐 830054)Department of Orthopedics, the First Affiliated Hospital of Xinjiang Medical University, Urumqi Xinjiang, 830054, P. R. China
| | - 本森 唐
- 新疆医科大学第一附属医院骨科(乌鲁木齐 830054)Department of Orthopedics, the First Affiliated Hospital of Xinjiang Medical University, Urumqi Xinjiang, 830054, P. R. China
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Dragosloveanu S, Petre MA, Capitanu BS, Dragosloveanu CDM, Cergan R, Scheau C. Initial Learning Curve for Robot-Assisted Total Knee Arthroplasty in a Dedicated Orthopedics Center. J Clin Med 2023; 12:6950. [PMID: 37959414 PMCID: PMC10649181 DOI: 10.3390/jcm12216950] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Revised: 10/30/2023] [Accepted: 11/04/2023] [Indexed: 11/15/2023] Open
Abstract
Background and objectives: Our study aimed to assess the learning curve for robot-assisted (RA) total knee arthroplasty (TKA) in our hospital, compare operative times between RA-TKAs and manual TKAs, and assess the early complications rate between the two approaches. Methods: We included 39 patients who underwent RA-TKA and 45 control patients subjected to manual TKA in the same period and operated on by the same surgical staff. We collected demographic and patient-related data to assess potential differences between the two groups. Results: No statistical differences were recorded in regard to age, BMI, sex, Kellgren-Lawrence classification, or limb alignment between patients undergoing RA-TKA and manual TKA, respectively. Three surgeons transitioned from the learning to the proficiency phase in our study after a number of 6, 4, and 3 cases, respectively. The overall operative time for the learning phase was 111.54 ± 20.45 min, significantly longer compared to the average of 86.43 ± 19.09 min in the proficiency phase (p = 0.0154) and 80.56 ± 17.03 min for manual TKAs (p < 0.0001). No statistically significant difference was recorded between the global operative time for the proficiency phase TKAs versus the controls. No major complications were recorded in either RA-TKA or manual TKA groups. Conclusions: Our results suggest that experienced surgeons may adopt RA-TKA using this platform and quickly adapt without significant complications.
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Affiliation(s)
- Serban Dragosloveanu
- The “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania
- Department of Orthopaedics, “Foisor” Clinical Hospital of Orthopaedics, Traumatology and Osteoarticular TB, 021382 Bucharest, Romania
| | - Mihnea-Alexandru Petre
- Department of Orthopaedics, “Foisor” Clinical Hospital of Orthopaedics, Traumatology and Osteoarticular TB, 021382 Bucharest, Romania
| | - Bogdan Sorin Capitanu
- Department of Orthopaedics, “Foisor” Clinical Hospital of Orthopaedics, Traumatology and Osteoarticular TB, 021382 Bucharest, Romania
| | - Christiana Diana Maria Dragosloveanu
- The “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania
- Department of Ophthalmology, Clinical Hospital for Ophthalmological Emergencies, 010464 Bucharest, Romania
| | - Romica Cergan
- The “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania
- Department of Radiology and Medical Imaging, “Foisor” Clinical Hospital of Orthopaedics, Traumatology and Osteoarticular TB, 021382 Bucharest, Romania
| | - Cristian Scheau
- The “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania
- Department of Radiology and Medical Imaging, “Foisor” Clinical Hospital of Orthopaedics, Traumatology and Osteoarticular TB, 021382 Bucharest, Romania
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15
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Chandrashekar P, Babu KA, Nagaraja HS, Hiral SG, Karthikeyan S, Bajwa S. Intra-operative Safety of an Autonomous Robotic System for Total Knee Replacement: A Review of 500 Cases in India. Indian J Orthop 2023; 57:1800-1808. [PMID: 37881287 PMCID: PMC10593704 DOI: 10.1007/s43465-023-00970-y] [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: 04/23/2023] [Accepted: 08/01/2023] [Indexed: 10/27/2023]
Abstract
Background Manual total knee arthroplasty (TKA) has been documented several times for their safety and complications data. In contrast, there is a limited evidence-based analysis for safety and complications of autonomous robotic-assisted (RA)-TKA. This study aimed to evaluate the safety features and intra-operative surgical complications associated with the use of Cuvis Joint™ autonomous robotic system for TKA. Methods The study included 500 consecutive patients who underwent TKA using the Cuvis Joint™ autonomous robotic system from November 2020 to November 2021. All surgeries were performed by a senior surgeon. Patients in whom the surgery was abandoned midway due to technical errors, were excluded from the analysis. In case of unilateral abandonment of the robotic arm during a bilateral RA-TKA, data of the side on which the surgery was completed with robotic assistance was recorded. Results There was no incidence of neurological injury, vascular injury, extensor mechanism disruption, or medial collateral ligament injury. There was one case of superficial abrasion of the patellar tendon; however, it did not require any intervention. There were no cases of midway abandonment due to threatened soft tissue injury. There was no intra-operative pin loosening or stress-related fractures at the pin sites. There was one case of Steinmann pin breakage and another case of drill bit breakage, which were removed without any damage to the bone. Conclusion The Cuvis Joint™ autonomous robotic system for TKA is safe with no significant intra-operative complications.
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Affiliation(s)
- P. Chandrashekar
- Institute of Orthopaedics, Sakra World Hospital, Devarabeesanahalli, Bangalore, India
| | - K. Adarsh Babu
- Institute of Orthopaedics, Sakra World Hospital, Devarabeesanahalli, Bangalore, India
| | - H. S. Nagaraja
- Institute of Orthopaedics, Sakra World Hospital, Devarabeesanahalli, Bangalore, India
| | - S. Gangu Hiral
- Institute of Orthopaedics, Sakra World Hospital, Devarabeesanahalli, Bangalore, India
| | - S. Karthikeyan
- Institute of Orthopaedics, Sakra World Hospital, Devarabeesanahalli, Bangalore, India
| | - Supreet Bajwa
- Hip and Knee Specialist, Wockhardt Hospital, 1877, Dr Anandrao Nair Marg, Near Agripada, Mumbai Central, Mumbai, Maharashtra India
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16
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Kim SE, Han HS. Robotic-assisted unicompartmental knee arthroplasty: historical perspectives and current innovations. Biomed Eng Lett 2023; 13:543-552. [PMID: 37872988 PMCID: PMC10590358 DOI: 10.1007/s13534-023-00323-6] [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: 06/21/2023] [Revised: 08/14/2023] [Accepted: 09/16/2023] [Indexed: 10/25/2023] Open
Abstract
Robotic assisted unicompartmental knee arthroplasty (RAUKA) has emerged as a successful approach for optimizing implant positioning accuracy, minimizing soft tissue injury, and improving patient-reported outcomes. The application of RAUKA is expected to increase because of its advantages over conventional unicompartmental knee arthroplasty. This review article provides an overview of RAUKA, encompassing the historical development of the procedure, the features of the robotic arm and navigation systems, and the characteristics of contemporary RAUKA. The article also includes a comparison between conventional unicompartmental arthroplasty and RAUKA, as well as a discussion of current challenges and future advancements in the field of RAUKA.
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Affiliation(s)
- Sung Eun Kim
- Department of Orthopaedic Surgery, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 110-744 Republic of Korea
| | - Hyuk-Soo Han
- Department of Orthopaedic Surgery, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 110-744 Republic of Korea
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17
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Wininger AE, Lambert BS, Sullivan TC, Brown TS, Incavo SJ, Park KJ. Robotic-Assisted Total Knee Arthroplasty Can Increase Frequency of Achieving Target Limb Alignment in Primary Total Knee Arthroplasty for Preoperative Valgus Deformity. Arthroplast Today 2023; 23:101196. [PMID: 37745954 PMCID: PMC10517281 DOI: 10.1016/j.artd.2023.101196] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Accepted: 07/19/2023] [Indexed: 09/26/2023] Open
Abstract
Background Robotic-assisted total knee arthroplasty (rTKA) has been shown to reduce the number of alignment outliers and to improve component positioning compared to manual TKA (mTKA). The primary purpose of this investigation was to compare the frequency of achieving target postoperative limb alignment and component positioning for rTKA vs mTKA. Methods A retrospective comparative study was performed on 250 patients undergoing primary TKA by 2 fellowship-trained arthroplasty surgeons. Surgeon A performed predominantly rTKA (103 cases) with the ROSA system (Zimmer Biomet, Warsaw, IN) and less frequently mTKA (44 cases) with conventional instrumentation. Surgeon B performed only mTKA (103 cases). Target limb alignment for surgeon A was 0° for all cases and for surgeon B was 2° varus for varus knees and 0° for valgus knees. Radiographic measurements were determined by 2 reviewers. Target zone was set at ± 2 degrees from the predefined target. Results When comparing rTKA to mTKA performed by different surgeons, there were no differences in the percentage within the target zone (57.28% vs 53.40%, P = .575), but rTKA did result in a greater percentage for cases with preoperative valgus (71.42% vs 44.12%, P = .031). Patient-reported Outcomes Measurement Information System Global-10 physical scores were statistically higher at both 3 (P = .016) and 6 months (P = .001) postoperatively for rTKA compared to mTKA performed by different surgeons. Conclusions Although experienced surgeons can achieve target limb alignment correction with similar frequency when comparing rTKA to mTKA for all cases, rTKA may achieve target limb alignment with more accuracy for preoperative valgus deformity. Level of Evidence Retrospective Cohort Study, Level III.
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Affiliation(s)
- Austin E. Wininger
- Houston Methodist Hospital, Houston Methodist Orthopedics & Sports Medicine, Houston, TX, USA
| | - Bradley S. Lambert
- Houston Methodist Hospital, Houston Methodist Orthopedics & Sports Medicine, Houston, TX, USA
| | - Thomas C. Sullivan
- Houston Methodist Hospital, Houston Methodist Orthopedics & Sports Medicine, Houston, TX, USA
| | - Timothy S. Brown
- Houston Methodist Hospital, Houston Methodist Orthopedics & Sports Medicine, Houston, TX, USA
| | - Stephen J. Incavo
- Houston Methodist Hospital, Houston Methodist Orthopedics & Sports Medicine, Houston, TX, USA
| | - Kwan J. Park
- Houston Methodist Hospital, Houston Methodist Orthopedics & Sports Medicine, Houston, TX, USA
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18
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Vecham R, Manohar JSSN, Karumuri K, Reddy AVG. Mid-resection Workflow for Robotic-assisted Total Knee Arthroplasty in a Stiff Knee. J Orthop Case Rep 2023; 13:86-90. [PMID: 37885654 PMCID: PMC10599368 DOI: 10.13107/jocr.2023.v13.i10.3946] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2023] [Revised: 08/26/2023] [Indexed: 10/28/2023] Open
Abstract
Introduction With the growing prevalence of robotic-assisted total knee arthroplasty (RATKA), the significance of effectively addressing complex deformities using this approach is gaining widespread recognition. This article underscores the importance of a novel mid-resection workflow specifically tailored for RATKA in cases with complex deformities. Case Report A 58-year-old female patient diagnosed with severe osteoarthritis in both knees and a stiff left knee underwent RATKA utilizing a mid-resection workflow. The surgery resulted in favorable intraoperative stability and achieved a satisfactory range of motion. Follow-up at the 1-year post-operative mark demonstrated a range of movement of 110° and a positive functional outcome for the patient. Conclusion Severe knee arthritis with flexion deformity represents a common condition encountered in surgical practice. The advent of RATKA has provided us with an opportunity to assess and establish the effectiveness of mid-resection workflow in managing such cases.
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Affiliation(s)
- Ratnakar Vecham
- Department of Orthopaedics, Sunshine Bone and Joint Institute, Secunderabad, Telangana, India
| | - J. S S N Manohar
- Department of Orthopaedics, Sunshine Bone and Joint Institute, Secunderabad, Telangana, India
| | - Kishore Karumuri
- Department of Orthopaedics, Sunshine Bone and Joint Institute, Secunderabad, Telangana, India
| | - A V Gurava Reddy
- Department of Orthopaedics, Sunshine Bone and Joint Institute, Secunderabad, Telangana, India
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19
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Gao J, Xing D, Li J, Li T, Huang C, Wang W. Is robotic assistance more eye-catching than computer navigation in joint arthroplasty? A Google trends analysis from the point of public interest. J Robot Surg 2023; 17:2167-2176. [PMID: 37270445 PMCID: PMC10239277 DOI: 10.1007/s11701-023-01630-x] [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: 02/27/2023] [Accepted: 05/21/2023] [Indexed: 06/05/2023]
Abstract
Computer-assisted navigation system (CAS) and robotic assisted surgery (RAS) have been widely used in joint arthroplasty, but few studies focused on public interest. We aimed to evaluate current trend and seasonality of public interest in CAS and RAS arthroplasty over the past 10 years, and forecast the future development. All data related to CAS or RAS arthroplasty from January 2012 to December 2021 were collected through Google Trends. Public interest was described by relative search volume (RSV). Pre-existing trend was evaluated by linear and exponential models. Time series analysis and ARIMA model were utilized to analyze the seasonality and future trend. R software 3.5.0 was for statistics analysis. Public interest in RAS arthroplasty has been continuously increasing (P < 0.001) and exponential model (R2 = 0.83, MAE = 7.35, MAPE = 34%, RSME = 9.58) fitted better than linear one (R2 = 0.78, MAE = 8.44, MAPE = 42%, RSME = 10.67). CAS arthroplasty showed a downtrend (P < 0.01) with equivalent R2 (0.04) and accuracy measures (MAE = 3.92, MAPE = 31%, RSME = 4.95). The greatest popularity of RAS was observed in July and October, while the lowest was in March and December. For CAS, a rise of public interest was in May and October, but lower values were observed in January and November. Based on ARIMA models, the popularity of RAS might continuously increase and nearly double in 2030, along with a stability with slight downtrend for CAS. Public interest in RAS arthroplasty has been continuously increasing and seems to maintain this uptrend in the next 10 years, whereas popularity of CAS arthroplasty will likely remain stable.
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Affiliation(s)
- Jiaxiang Gao
- Department of Orthopaedic Surgery, China-Japan Friendship Hospital, No.2 Yinghuayuan East Street, Chaoyang District, Beijing, 100029, China
| | - Dan Xing
- Arthritis Clinic & Research Center, Peking University People's Hospital, Beijing, 100044, China.
| | - Jiaojiao Li
- Kolling Institute, University of Sydney, Sydney, NSW, 2006, Australia
| | - Tong Li
- Department of Orthopaedic Surgery, China-Japan Friendship Hospital, No.2 Yinghuayuan East Street, Chaoyang District, Beijing, 100029, China
| | - Cheng Huang
- Department of Orthopaedic Surgery, China-Japan Friendship Hospital, No.2 Yinghuayuan East Street, Chaoyang District, Beijing, 100029, China
| | - Weiguo Wang
- Department of Orthopaedic Surgery, China-Japan Friendship Hospital, No.2 Yinghuayuan East Street, Chaoyang District, Beijing, 100029, China.
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Boddu SP, Moore ML, Rodgers BM, Brinkman JC, Verhey JT, Bingham JS. A Bibliometric Analysis of the Top 100 Most Influential Studies on Robotic Arthroplasty. Arthroplast Today 2023; 22:101153. [PMID: 37342364 PMCID: PMC10277458 DOI: 10.1016/j.artd.2023.101153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 04/05/2023] [Accepted: 04/23/2023] [Indexed: 06/22/2023] Open
Abstract
Background The use of robotics in arthroplasty surgery has increased substantially in recent years. The purpose of this study was to objectively identify the 100 most influential studies in the robotic arthroplasty literature and to conduct a bibliometric analysis of these studies to describe their key characteristics. Methods The Clarivate Analytics Web of Knowledge database was used to gather data and metrics for robotic arthroplasty research using Boolean queries. The search list was sorted in descending order by the number of citations, and articles were included or excluded based on clinical relevance to robotic arthroplasty. Results The top 100 studies were cited a total of 5770 times from 1997 to 2021, with rapid growth in both citation generation and the number of articles published occurring in the past 5 years. The top 100 robotic arthroplasty articles originated from 12 countries, with the United States being responsible for almost half of the top 100. The most common study types were comparative studies (36) followed by case series (20), and the most common levels of evidence were III (23) and IV (33). Conclusions Research on robotic arthroplasty is rapidly growing and originates from a wide variety of countries, academic institutions, and with significant industry influence. This article serves as a reference to direct orthopaedic practitioners to the 100 most influential studies in robotic arthroplasty. We hope that these 100 studies and the analysis we provide aid healthcare professionals in efficiently assessing consensus, trends, and needs within the field.
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Affiliation(s)
- Sayi P. Boddu
- Mayo Clinic Alix School of Medicine, Scottsdale, AZ, USA
| | - M. Lane Moore
- Mayo Clinic Alix School of Medicine, Scottsdale, AZ, USA
| | | | | | - Jens T. Verhey
- Mayo Clinic Department of Orthopedic Surgery, Phoenix, AZ, USA
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21
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Lee JH, Jung HJ, Choi BS, Ro DH, Kim JI. Effectiveness of Robotic Arm-Assisted Total Knee Arthroplasty on Transfusion Rate in Staged Bilateral Surgery. J Clin Med 2023; 12:4570. [PMID: 37510685 PMCID: PMC10380423 DOI: 10.3390/jcm12144570] [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: 06/07/2023] [Revised: 07/06/2023] [Accepted: 07/07/2023] [Indexed: 07/30/2023] Open
Abstract
The transfusion rate in staged bilateral total knee arthroplasty (TKA) remains high despite the application of blood management techniques. The potential of robotic arm-assisted TKA (R-TKA) in reducing the transfusion rate in staged bilateral surgery has not yet been investigated. Therefore, we aimed to evaluate the effectiveness of R-TKA on transfusion reduction compared with conventional TKA (C-TKA) in staged bilateral surgery. This retrospective study involved two groups of patients who underwent 1-week interval staged bilateral TKA-the C-TKA group and the R-TKA group-using MAKO SmartRobotics (Stryker, Kalamazoo, MI, USA). Each group comprised 53 patients after propensity score matching and was compared in terms of nadir hemoglobin (Hb) level and transfusion rate after each stage of surgery. Both groups showed no significant differences in the propensity-matched variables of age, sex, body mass index, American Society of Anesthesiologists physical status score, and preoperative Hb level. The R-TKA group showed a significantly higher nadir Hb level than the C-TKA group after the second TKA (p = 0.002). The transfusion rate was not significantly different between the two groups after the first TKA (p = 0.558). However, the R-TKA group showed a significantly lower transfusion rate in the TKA (p = 0.030) and overall period (p = 0.023) than the C-TKA group. Patients who undergo staged bilateral R-TKA have lower transfusion rate than those who undergo C-TKA. R-TKA may be effective in minimizing unnecessary allogeneic transfusions in staged bilateral surgery.
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Affiliation(s)
- Jong Hwa Lee
- Department of Orthopaedic Surgery, Kangnam Sacred Heart Hospital, Hallym University College of Medicine, 1 Singil-ro, Yeongdeungpo-gu, Seoul 07441, Republic of Korea
| | - Ho Jung Jung
- Department of Orthopaedic Surgery, Chuncheon Sacred Heart Hospital, Hallym University College of Medicine, 77 Sakju-ro, Chuncheon 24253, Republic of Korea
| | - Byung Sun Choi
- Department of Orthopaedic Surgery, Seoul National University Hospital, 101, Daehak-ro, Jongno-gu, Seoul 13620, Republic of Korea
| | - Du Hyun Ro
- Department of Orthopaedic Surgery, Seoul National University Hospital, 101, Daehak-ro, Jongno-gu, Seoul 13620, Republic of Korea
| | - Joong Il Kim
- Department of Orthopaedic Surgery, Kangnam Sacred Heart Hospital, Hallym University College of Medicine, 1 Singil-ro, Yeongdeungpo-gu, Seoul 07441, Republic of Korea
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22
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Alturki AA, Alshammari NA, Albassam AL, Aljaafri ZA, Almugren TS. Robotic-assisted total knee arthroplasty for extra-articular femur deformity correction. J Surg Case Rep 2023; 2023:rjad395. [PMID: 37434720 PMCID: PMC10331803 DOI: 10.1093/jscr/rjad395] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2023] [Accepted: 06/21/2023] [Indexed: 07/13/2023] Open
Abstract
Femoral shaft fracture is one of the most common injuries encountered. However, improper management can lead to significant long-term complications, of which is malunion. Patients with femoral malunion are at increased risk of developing knee osteoarthritis, and if arthroplasty is indicated, these extra-articular deformities pose a challenge as corrective osteotomy and soft tissue release are also required. In such circumstances, robotic arm-assisted total knee arthroplasty (RATKA) might be an appropriate option. In this case, we present a 66-year-old woman who had previously suffered a femur shaft fracture, which was treated conservatively, and developed a varus malunion and severe knee osteoarthritis, and who was treated with RATKA.
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Affiliation(s)
- Abdullah A Alturki
- Department of Orthopedic Surgery, Ministry of the National Guard—Health Affairs, Riyadh, Saudi Arabia
- King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
| | - Nayf A Alshammari
- Department of Orthopedic Surgery, AlHabib Hospital, Riyadh, Saudi Arabia
| | - Abdulrahman L Albassam
- College of Medicine, King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
| | - Ziad A Aljaafri
- Correspondence address. College of Medicine, King Saud bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia. Tel: +966 55 547 6999; E-mail:
| | - Turki S Almugren
- Department of Orthopedic Surgery, Ministry of the National Guard—Health Affairs, Riyadh, Saudi Arabia
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Duensing IM, Stewart W, Novicoff WM, Meneghini RM, Browne JA. The Impact of Robotic-Assisted Total Knee Arthroplasty on Resident Training. J Arthroplasty 2023; 38:S227-S231. [PMID: 36781062 DOI: 10.1016/j.arth.2023.02.016] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 02/01/2023] [Accepted: 02/04/2023] [Indexed: 02/15/2023] Open
Abstract
BACKGROUND As robotic-assisted total knee replacement (rTKA) continues to gain popularity, the impact of this technology on resident education remains unknown. The purpose of this study was to describe trainee experience and perceptions of rTKA and its effect on surgical training. METHODS Two hundred and twenty two senior orthopaedic residents attending a national board review course completed a 17-question survey regarding their experience and perceptions regarding rTKA. Mean and standard deviations were calculated for Likert scale questions, and bivariate analyses were utilized to compare answer groups. RESULTS Seventy percent of respondents reported exposure to rTKA during their training. Of those with robotic exposure, 20% reported that greater than half of their TKA experience involved robotics. Only 29% percent agreed that robotics improved outcomes, whereas 21% disagreed and the remainder were unsure. Over half of respondents agreed that robotics are used primarily for marketing purposes. Of those who trained with rTKA, 45% percent believed that robotics improved their understanding of the surgical procedure; however, 25% felt robotics negatively compromised their training with traditional instrumentation. Higher robotic case exposure (P = .001) and attending an industry-sponsored course (P = .02) was associated with the belief that robotics improved outcomes. Robotic case volume and percentage was associated with the belief that robotics improved understanding of the surgical procedure, however, it also was associated with reduced comfort performing traditional knee arthroplasty (P = .001). CONCLUSION Current resident training experience varies greatly within the United States with regards to rTKA. While exposure to rTKA may be beneficial for a well-rounded surgical education, over-exposure likely results in decreased comfort with traditional instrumentation.
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Affiliation(s)
- Ian M Duensing
- Department of Orthopaedic Surgery, University of Virginia, Charlottesville, Virginia
| | - Wells Stewart
- Department of Orthopaedic Surgery, University of Virginia, Charlottesville, Virginia
| | - Wendy M Novicoff
- Department of Orthopaedic Surgery, University of Virginia, Charlottesville, Virginia
| | - R Michael Meneghini
- Department of Orthopaedic Surgery, Indiana University School of Medicine, Indianapolis, Indiana; Indiana Joint Replacement Institute, Terre Haute, Indiana
| | - James A Browne
- Department of Orthopaedic Surgery, University of Virginia, Charlottesville, Virginia
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Ezeokoli EU, John J, Gupta R, Jawad A, Cavinatto L. Index surgery and ninety day re-operation cost comparison of robotic-assisted versus manual total knee arthroplasty. INTERNATIONAL ORTHOPAEDICS 2023; 47:359-364. [PMID: 36574020 DOI: 10.1007/s00264-022-05674-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Accepted: 12/16/2022] [Indexed: 12/29/2022]
Abstract
INTRODUCTION This study looks to compare early costs of index surgery and re-operations of robotic-assisted total knee arthroplasties (rTKA) and manual total knee arthroplasty (mTKA) re-operations within 90 days. MATERIAL AND METHODS The Michigan Arthroplasty Registry Collaborative Quality Initiative (MARCQI) database was queried for patients undergoing rTKA and mTKA at our institution from January 1st, 2018, to March 31st, 2021. Primary outcomes were the day of surgery and overall encounter variable direct costs (VDC). Secondary outcomes included 90-day re-operations and costs. RESULTS One thousand two hundred seventy-six (21.2%) patients were in the rTKA cohort, while 4740 (78.8%) were in the mTKA cohort. When comparing rTKA to mTKA, rTKA had higher median total encounter costs (p < 0.001) and higher encounter VDC costs (p < 0.001). TKA had higher day of surgery total VDC (p < 0.001), VDC supplies (p < 0.001), and VDC of post-op recovery (p < 0.001). Multivariate linear regression showed no relationship with age, BMI, OR time, or LOS with cost for rTKA or mTKA. CONCLUSION Results from our study show that rTKA is associated with a higher index surgery costs, and no difference in 90-day re-operation costs. The main factor driving increased cost is supply cost, with other variables between too small in difference to make a significant financial impact. Future studies should focus on post-operative costs including readmission and episode of care costs and should consider cost to the payor as opposed to VDC. rTKA will become more common, and other institutions may need to take a closer financial look at this more novel instrumentation before adoption. LEVEL OF EVIDENCE III, retrospective cohort.
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Affiliation(s)
| | - Jithin John
- Oakland University William Beaumont School of Medicine, Rochester, MI, USA
| | - Rohun Gupta
- Oakland University William Beaumont School of Medicine, Rochester, MI, USA
| | - Ali Jawad
- Department of Orthopaedic Surgery, Beaumont Health Systems, Royal Oak, MI, USA
| | - Leonardo Cavinatto
- Department of Orthopaedic Surgery, Beaumont Health Systems, Royal Oak, MI, USA
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Wu XD, Zhou Y, Shao H, Yang D, Guo SJ, Huang W. Robotic-assisted revision total joint arthroplasty: a state-of-the-art scoping review. EFORT Open Rev 2023; 8:18-25. [PMID: 36705615 PMCID: PMC9969009 DOI: 10.1530/eor-22-0105] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/28/2023] Open
Abstract
Background During the past decades, robotic-assisted technology has experienced an incredible advancement in the field of total joint arthroplasty (TJA), which demonstrated promise in improving the accuracy and precision of implantation and alignment in both primary total hip arthroplasty (THA) and total knee arthroplasty (TKA). However, revision TJA remains a technically challenging procedure with issues of large-scale bone defects and damage to nearby anatomical structures. Thus, surgeons are trying to harness the abilities of robotic-assisted technology for revision TJA surgery. Methods PubMed, Embase, Cochrane Library, and Google Scholar were comprehensively searched to identify relevant publications that reported the application of robotic-assisted technology in revision TJA. Results Overall, ten studies reported the use of the robotic system in revision TJA, including active (ROBODOC) and semi-active (MAKO and NAVIO) systems. One clinical case reported conversion from hip fusion to THA, and three studies reported revision from primary THA to revision THA. Moreover, four studies reported that robotic-assisted technology is helpful in revising unicompartmental knee arthroplasty (UKA) to TKA, and two case reports converted primary TKA to revision TKA. In this study, we present the latest evolvements, applications, and technical obstacles of robotic-assisted technology in the revision of TJA and the current state-of-the-art. Conclusion Current available evidence suggests that robotic-assisted technology may help surgeons to reproducibly perform preoperative plans and accurately achieve operative targets during revision TJA. However, concerns remain regarding preoperative metal artifacts, registration techniques, closed software platforms, further bone loss after implant removal, and whether robotic-assisted surgery will improve implant positioning and long-term survivorship.
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Affiliation(s)
- Xiang-Dong Wu
- Department of Orthopaedic Surgery, Beijing Jishuitan Hospital, Fourth Clinical College of Peking University, Beijing, China
| | - Yixin Zhou
- Department of Orthopaedic Surgery, Beijing Jishuitan Hospital, Fourth Clinical College of Peking University, Beijing, China,Correspondence should be addressed to Y Zhou;
| | - Hongyi Shao
- Department of Orthopaedic Surgery, Beijing Jishuitan Hospital, Fourth Clinical College of Peking University, Beijing, China
| | - Dejin Yang
- Department of Orthopaedic Surgery, Beijing Jishuitan Hospital, Fourth Clinical College of Peking University, Beijing, China
| | - Sheng-Jie Guo
- Department of Orthopaedic Surgery, Beijing Jishuitan Hospital, Fourth Clinical College of Peking University, Beijing, China
| | - Wei Huang
- Department of Orthopaedic Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
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Reduced Early Revision Surgery and Medical Complications in Computer-assisted Knee Arthroplasty Compared With Non-computer-assisted Arthroplasty. J Am Acad Orthop Surg 2023; 31:87-96. [PMID: 36580050 DOI: 10.5435/jaaos-d-22-00596] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2022] [Accepted: 10/12/2022] [Indexed: 12/30/2022] Open
Abstract
BACKGROUND Computer assistance can help surgeons achieve mechanical accurate alignment, but the clinical effect of this technology in different arthroplasty types remains controversial because of conflicting functional outcomes, revision rates, and complication rates. The goal of this study was to compare 90-day medical complications and 1 and 2-year revision surgeries after computer-assisted patellofemoral arthroplasty, unicompartmental knee arthroplasty (CA-UKA), bicompartmental knee arthroplasty (CA-BKA), and total knee arthroplasty (CA-TKA) with non-computer-assisted procedures. METHODS A retrospective cohort analysis was conducted using the Mariner data set of the PearlDiver Patient Records Database from 2010 to 2018. Current Procedural Terminology codes were used to identify patients who underwent patellofemoral arthroplasty, unicompartmental knee arthroplasty, bicompartmental knee arthroplasty, and total knee arthroplasty with or without computer assistance for osteoarthritis. All included patients were followed up for 2 years. Univariate and multivariable analyses were conducted. RESULTS On multivariable analysis, revision within 1 year was decreased in patients who underwent computer-assisted patellofemoral arthroplasty (odds ratio [OR]: 0.541, P = 0.031), CA-UKA (OR: 0.798, P = 0.019), and computer-assisted bicompartmental knee arthroplasty (OR: 0.186, P = 0.025) compared with the same surgeries without technology assistance. CA-TKA had decreased odds of revision for aseptic loosening at 2 years (OR: 0.789, P < 0.001). CA-UKA and CA-TKA had decreased risk of overall 90-day medical complications (OR: 0.838, P < 0.001; OR: 0.903, P < 0.001, respectively) and major complications (OR: 0.750, P = 0.004; OR: 0.822, P < 0.001, respectively). DISCUSSION Complication rates and revision surgeries for all arthroplasty types were equivalent or more favorable when computer assistance was used during surgery. Our results quantify some early benefits to using computer assistance in total and partial knee arthroplasties.
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Meghpara MM, Goh GS, Magnuson JA, Hozack WJ, Courtney PM, Krueger CA, Krueger CA. The Ability of Robot-Assisted Total Knee Arthroplasty in Matching the Efficiency of Its Conventional Counterpart at an Orthopaedic Specialty Hospital. J Arthroplasty 2023; 38:72-77.e3. [PMID: 35940350 DOI: 10.1016/j.arth.2022.07.024] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Revised: 07/22/2022] [Accepted: 07/25/2022] [Indexed: 02/02/2023] Open
Abstract
BACKGROUND Robot-assisted total knee arthroplasty (RA-TKA) has become a popular technology. Studies have investigated the learning curve for surgeons incorporating RA-TKA into practice, but less is known regarding the change in operative efficiency when introducing RA-TKA into a facility. The purpose of this study was to investigate the effects of RA-TKA on operative and turnover time at an orthopaedic specialty hospital. METHODS A total of 148 cases (74 RA-TKA and 74 conventional TKA [C-TKA]) performed by 2 surgeons with previous robotic experience were identified following the introduction of RA-TKA at our facility. Patient demographics, comorbidities, and operative times (ie, wheels-in to incision, incision to closure, closure to wheels-out, and turnover time) were recorded. Cumulative summation analyses were used to investigate learning curves of factors extraneous to surgeon proficiency with RA-TKA. RESULTS While RA-TKA had a slightly longer set up (3 minutes; range, 12-45), surgical (5 minutes; range, 33-118), and breakdown time (3 minutes; range, 2-7), there was no difference in turnover time between the groups. The learning curve for surgeon A was 6 robotic cases, whereas surgeon B demonstrated no learning curve. There was no identifiable learning curve for turnover time. CONCLUSION There was a mean of 8 minutes of increased time required to perform a RA-TKA compared to C-TKA. However, these small increases for the RA-TKA group for set-up, surgical, and breakdown times are not likely to be clinically relevant compared to the C-TKA. It appears that the RA-TKA technology was able to be incorporated into this specialty hospital with minimal changes to surgical efficiency.
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Affiliation(s)
- Michael M Meghpara
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, Pennsylvania
| | - Graham S Goh
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, Pennsylvania
| | - Justin A Magnuson
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, Pennsylvania
| | - William J Hozack
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, Pennsylvania
| | - P Maxwell Courtney
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, Pennsylvania
| | - Chad A Krueger
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, Pennsylvania
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Rodriguez-Merchan EC. The Current Role of Robotic-assisted Total Knee Arthroplasty. THE ARCHIVES OF BONE AND JOINT SURGERY 2022; 10:989-991. [PMID: 36721650 PMCID: PMC9846727 DOI: 10.22038/abjs.2022.64114.3077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
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Mancino F, Jones CW, Benazzo F, Singlitico A, Giuliani A, De Martino I. Where are We Now and What are We Hoping to Achieve with Robotic Total Knee Arthroplasty? A Critical Analysis of the Current Knowledge and Future Perspectives. Orthop Res Rev 2022; 14:339-349. [PMID: 36274930 PMCID: PMC9586165 DOI: 10.2147/orr.s294369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2022] [Accepted: 09/29/2022] [Indexed: 11/30/2022] Open
Abstract
Robotic-assisted total knee arthroplasty (rTKA) has been developed to improve knee kinematics and functional outcomes, expedite recovery, and improve implants long-term survivorship. Robotic devices are classified into active, semi-active, and passive, based on their degree of freedom. Their capacity to provide increased accuracy in implants positioning with reduced radiographic outliers has been widely proved. However, these early advantages are yet to be associated with long-term survivorship. Moreover, multiple drawbacks are still encountered including a variable learning curve, increased setup and maintenance costs, and potential complications related to the surgical technique. Despite recent technologies applied to TKA have failed to prove substantial improvements, robotic-assisted surgery seems to be here to stay and revolutionize the field of TKA. To support its consistent usage on a daily basis, long-term results are still awaited, and further improvements are necessary to reduce the expenses related to it.
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Affiliation(s)
- Fabio Mancino
- Department of Orthopaedics, The Orthopaedic Research Foundation of Western Australia (ORFWA), Fiona Stanley Hospital, Perth, Western Australia, Australia
| | - Christopher W Jones
- Department of Orthopaedics, The Orthopaedic Research Foundation of Western Australia (ORFWA), Fiona Stanley Hospital, Perth, Western Australia, Australia,Curtin University, Perth, Western Australia, Australia
| | - Francesco Benazzo
- Sezione di Chirurgia Protesica ad Indirizzo Robotico, Unità di Traumatologia dello Sport, Fondazione Poliambulanza, Brescia, Italy,IUSS, Istituto di Studi Superiori, Pavia, Italy
| | | | | | - Ivan De Martino
- Università Cattolica del Sacro Cuore, Roma, Italy,Unità di Ortopedia e Traumatologia, Dipartimento di Scienze dell’Invecchiamento, Neurologiche, Ortopediche e della Testa-Collo, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma, Italy,Correspondence: Ivan De Martino, Unità di Ortopedia e Traumatologia, Dipartimento di Scienze dell’Invecchiamento, Neurologiche, Ortopediche e della Testa-Collo, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Largo A. Gemelli 8, Roma, 00168, Italy, Tel +39 3512412491, Email ;
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Short-term outcomes of an imageless robot-assisted total knee arthroplasty compared with a conventional method: A retrospective cohort study. INTERNATIONAL JOURNAL OF SURGERY OPEN 2022. [DOI: 10.1016/j.ijso.2022.100557] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Schnurr C, Beckmann J, Lüring C, Tibesku C, Schlüter-Brust KU, Ettinger M, Franke J. Status and future of modern technologies in arthroplasty : Results of a survey of the German Society for Orthopedics and Trauma Surgery (DGOU). ORTHOPADIE (HEIDELBERG, GERMANY) 2022; 51:757-762. [PMID: 35984465 DOI: 10.1007/s00132-022-04291-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 07/20/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND The orthopedic community is divided on the question of whether modern technologies in arthroplasty improve outcomes. Therefore, the aim of this initiative of the working group on intraoperative imaging and technology integration (Arbeitsgemeinschaft intraoperative Bildgebung und Technologieintegration, AGiTEC) is to initiate the collection of additional data for the scientific evaluation of modern technologies. QUESTION To what extent are modern technologies currently used and which implementations are planned? Do the members of the German Society for Orthopedics and Trauma Surgery (DGOU) consider the acquisition of additional data for scientific assessment necessary? METHODS Members of the DGOU were asked via an e‑mail survey about the distribution and projected introduction of modern technologies in arthroplasty. They were also asked whether sufficient data were collected for scientific evaluation and whether acquisition of additional data in studies or arthroplasty registries were considered necessary. RESULTS Of the 7923 probands surveyed, 428 completed the questionnaire in full (5.4%). It was found that individual implants and navigation are currently the most frequently used (31% and 29%, respectively). The largest increases in the next 2 years are projected for virtual reality and robotics (+30% and +23%, respectively), 85% of respondents indicated that insufficient data were collected for scientific evaluation, and 89% each requested initiation of multicenter studies and inclusion of technologies in the arthroplasty registry. CONCLUSION The results of this study should motivate the scientific community, industry, and those responsible for the arthroplasty registries to collect and analyze data for the scientific assessment of modern technologies.
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Affiliation(s)
- C Schnurr
- AGITEC-Arbeitsgemeinschaft für intraoperative Bildgebung und Technologie Integration der DGOU, Berlin, Germany.
- Klinik für Orthopädie, St. Vinzenz Krankenhaus Düsseldorf, Schloßstr. 85, 40477, Düsseldorf, Germany.
| | - J Beckmann
- AGITEC-Arbeitsgemeinschaft für intraoperative Bildgebung und Technologie Integration der DGOU, Berlin, Germany
- Klinik für Orthopädie und Unfallchirurgie, Krankenhaus Barmherzige Brüder, Munich, Germany
| | - C Lüring
- AGITEC-Arbeitsgemeinschaft für intraoperative Bildgebung und Technologie Integration der DGOU, Berlin, Germany
- Orthopädische Klinik, Klinikum Dortmund, Mitglied der Fakultät Gesundheit, Universität Witten/Herdecke, Dortmund, Germany
| | | | - K U Schlüter-Brust
- AGITEC-Arbeitsgemeinschaft für intraoperative Bildgebung und Technologie Integration der DGOU, Berlin, Germany
- Klinik für Orthopädie, St. Franziskus Hospital Köln, Cologne, Germany
| | - M Ettinger
- Orthopädische Klinik der MHH im DIAKOVERE Annastift, Hannover, Germany
| | - J Franke
- AGITEC-Arbeitsgemeinschaft für intraoperative Bildgebung und Technologie Integration der DGOU, Berlin, Germany
- Klinik für Unfallchirurgie und Orthopädie, BG Klinik Ludwigshafen, Ludwigshafen, Germany
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Iyengar KP, Zaw Pe E, Jalli J, Shashidhara MK, Jain VK, Vaish A, Vaishya R. Industry 5.0 technology capabilities in Trauma and Orthopaedics. J Orthop 2022; 32:125-132. [DOI: 10.1016/j.jor.2022.06.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Revised: 05/16/2022] [Accepted: 06/01/2022] [Indexed: 12/29/2022] Open
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St Mart JP, Goh EL, Liew I, Shah Z, Sinha J. Artificial intelligence in orthopaedic surgery: transforming technological innovation in patient care and surgical training. Postgrad Med J 2022:postgradmedj-2022-141596. [PMID: 35379754 DOI: 10.1136/postgradmedj-2022-141596] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Accepted: 03/19/2022] [Indexed: 12/16/2022]
Abstract
Artificial intelligence (AI) is an exciting field combining computer science with robust data sets to facilitate problem-solving. It has the potential to transform education, practice and delivery of healthcare especially in orthopaedics. This review article outlines some of the already used AI pathways as well as recent technological advances in orthopaedics. Additionally, this article further explains how potentially these two entities could be combined in the future to improve surgical education, training and ultimately patient care and outcomes.
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Affiliation(s)
- Jean-Pierre St Mart
- Trauma and Orthopaedics, North West Anglia NHS Foundation Trust, Peterborough, UK
| | - En Lin Goh
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Oxford Trauma, Kadoorie Centre, University of Oxford, Oxford, UK
| | - Ignatius Liew
- Trauma and Orthopaedics, North West Anglia NHS Foundation Trust, Peterborough, UK
| | - Zameer Shah
- Trauma and Orthopaedic Surgery, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Joydeep Sinha
- Trauma and Orthopaedic Surgery, King's College Hospital NHS Foundation Trust, London, UK
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Vanlommel L, Neven E, Anderson MB, Bruckers L, Truijen J. The initial learning curve for the ROSA® Knee System can be achieved in 6-11 cases for operative time and has similar 90-day complication rates with improved implant alignment compared to manual instrumentation in total knee arthroplasty. J Exp Orthop 2021; 8:119. [PMID: 34931268 PMCID: PMC8688637 DOI: 10.1186/s40634-021-00438-8] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 11/29/2021] [Indexed: 11/27/2022] Open
Abstract
Purpose The purpose of this study was to determine the learning curve for total operative time using a novel cutting guide positioning robotic assistant for total knee arthroplasty (raTKA). Additionally, we compared complications and final limb alignment between raTKA and manual TKA (mTKA), as well as accuracy to plan for raTKA cases. Methods We performed a retrospective cohort study on a series of patients (n = 180) that underwent raTKA (n = 90) using the ROSA Total Knee System or mTKA (n = 90) by one of three high-volume (> 200 cases per year) orthopaedic surgeons between December 2019 and September 2020, with minimum three-month follow-up. To evaluate the learning curve surgical times and postoperative complications were reviewed. Results The cumulative summation analysis for total operative time revealed a change point of 10, 6, and 11 cases for each of three surgeons, suggesting a rapid learning curve. There was a significant difference in total operative times between the learning raTKA and both the mastered raTKA and mTKA groups (p = 0.001) for all three surgeons combined. Postoperative complications were minimal in all groups. The proportion of outliers for the final hip-knee-ankle angle compared to planned was 5.2% (3/58) for the mastered raTKA compared to 24.1% (19/79) for mTKA (p = 0.003). The absolute mean difference between the validated and planned resections for all angles evaluated was < 1 degree for the mastered raTKA cases. Conclusion As the digital age of medicine continues to develop, advanced technologies may disrupt the industry, but should not disrupt the care provided. This cutting guide positioning robotic system can be integrated relatively quickly with a rapid initial learning curve (6-11 cases) for operative times, similar 90-day complication rates, and improved component positioning compared to mTKA. Proficiency of the system requires additional analysis, but it can be expected to improve over time. Level of evidence Level III Retrospective Therapeutic Cohort Study.
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Affiliation(s)
- Luc Vanlommel
- Ziekenhuis Oost-Limburg, Strippestraat 20, 3600, Genk, Belgium.
| | - Enrico Neven
- Ziekenhuis Oost-Limburg, Strippestraat 20, 3600, Genk, Belgium
| | | | | | - Jan Truijen
- Ziekenhuis Oost-Limburg, Strippestraat 20, 3600, Genk, Belgium.,Hasselt University, Diepenbeek, Belgium
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Fang CJ, Mazzocco JC, Sun DC, Shaker JM, Talmo CT, Mattingly DA, Smith EL. Total Knee Arthroplasty Hospital Costs by Time-Driven Activity-Based Costing: Robotic vs Conventional. Arthroplast Today 2021; 13:43-47. [PMID: 34917720 PMCID: PMC8666607 DOI: 10.1016/j.artd.2021.11.008] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/04/2021] [Revised: 10/15/2021] [Accepted: 11/14/2021] [Indexed: 11/19/2022] Open
Abstract
Background Total knee arthroplasty (TKA) represents a major national health expenditure. The last decade has seen a surge in robotic-assisted TKA (roTKA); however, literature on the costs of roTKA as compared to conventional TKA (cTKA) is limited. The purpose of this study was to assess the costs associated with roTKA as compared to cTKA. Methods This was a retrospective cohort cost-analysis study of patients undergoing primary, elective roTKA or cTKA from July 2020 to March 2021. Time-driven activity-based costing (TDABC) was used to determine granular costs. Patient demographics, medical/surgical details, and costs were compared. Results A total of 2058 TKAs were analyzed (1795 cTKAs and 263 roTKAs). roTKA patients were more often male (50.2% vs 42.3%; P = .016), and discharged home (98.5% vs 93.7%; P = .017), and had longer operating room (OR) time (144.6 vs 130.9 minutes; P < .0001), and lower length of stay (LOS) (1.8 vs 2.1 days; P < .0001). roTKA costs were 2.17× greater for supplies excluding implant (P < .0001), 1.18× for total supplies (P < .0001), 1.12× for OR personnel (P < .0001), and 1.05× for total personnel (P = .0001). Implant costs were similar (P = .076), but 0.98× cheaper for post-anesthesia care unit personnel (P = .018) and 0.84× for inpatient personnel (P < .0001). Overall hospital costs for roTKA were 1.10× more than cTKA (P < .0001). Conclusion roTKA had higher total hospital costs than cTKA. Despite a lower LOS, the longer OR time with higher supply and personnel costs resulted in a costlier procedure. Understanding the costs of roTKA is essential when considering the value (ie, outcomes per dollars spent) of this modern technology.
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Affiliation(s)
- Christopher J. Fang
- Department of Orthopedic Surgery, New England Baptist Hospital, Boston, MA, USA
| | - John C. Mazzocco
- Department of Orthopaedic Surgery, University of Louisville, School of Medicine, Louisville, KY, USA
| | - Daniel C. Sun
- Department of Orthopedic Surgery, New England Baptist Hospital, Boston, MA, USA
| | - Jonathan M. Shaker
- Department of Orthopedic Surgery, New England Baptist Hospital, Boston, MA, USA
| | - Carl T. Talmo
- Department of Orthopedic Surgery, New England Baptist Hospital, Boston, MA, USA
| | - David A. Mattingly
- Department of Orthopedic Surgery, New England Baptist Hospital, Boston, MA, USA
| | - Eric L. Smith
- Department of Orthopedic Surgery, New England Baptist Hospital, Boston, MA, USA
- Corresponding author. New England Baptist Hospital, 125 Parker Hill Avenue, Boston, MA 02120, USA. Tel.: +1 617 754 5000.
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Mohanty SS, Poduval M. Changing Paradigms in Arthroplasty Practice. Indian J Orthop 2021; 55:1065-1067. [PMID: 34824705 PMCID: PMC8586393 DOI: 10.1007/s43465-021-00519-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Affiliation(s)
- Shubhranshu S. Mohanty
- Present Address: Orthopaedics, King Edward Memorial Hospital, Parel, Mumbai 400012 India , Indian Arthroplasty Association, Mumbai, India
| | - Murali Poduval
- Present Address: Engineering and Industrial Services (Medical Devices and Diagnostics), Tata Consultancy Services, Mumbai, India
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