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Tarabichi S, Verhey JT, Haglin JM, Horne C, Deckey DG, Clarke HD, Bingham JS, Spangehl MJ. Double DAIR Protocol for Acute Periprosthetic Joint Infection: A 15-Year Institutional Experience. J Arthroplasty 2025:S0883-5403(25)00587-X. [PMID: 40414376 DOI: 10.1016/j.arth.2025.05.069] [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: 11/26/2024] [Revised: 05/16/2025] [Accepted: 05/16/2025] [Indexed: 05/27/2025] Open
Abstract
INTRODUCTION Recently, the double debridement, antibiotics, and implant retention (DAIR) using antibiotic-loaded bone cement beads for the treatment of acute periprosthetic joint infection (PJI) has gained traction following promising reports in the literature. The purpose of this study was to examine the clinical outcomes of this protocol and identify predictors of failure following completion of a double DAIR procedure. METHODS This retrospective study identified all patients who underwent a double DAIR protocol for the management of acute PJI (≤ 28 days from either index arthroplasty or symptom onset) at a single institution. Acute PJI was defined using the 2013 Musculoskeletal Infection Society criteria. All patients had a minimum of 1-year follow-up. Treatment failure was defined as either reoperation secondary to infection, PJI-related mortality, or signs of persistent infection at the latest follow-up. RESULTS There were 128 patients (69 knees, 59 hips) included in the final analyses. At a mean follow-up time of 4.8 ± 3.9 years, 86.1% of infected primaries and 71.4% of infected revision patients were found to have experienced treatment success. When adjusting for covariates, multivariate regression analyses identified revision arthroplasty (OR [odds ratio], 7.6; P = 0.002), acute hematogenous PJI (OR, 7.1; P = 0.048), and positive culture at second debridement (OR, 5.0; P = 0.039) as independent predictors of failure following completion of a double DAIR procedure. CONCLUSION We found that 86.1% of infected primaries and 71.4% of infected revisions that received a double DAIR for acute PJI were infection-free at the latest follow-up. Upon regression analyses, revision arthroplasty, acute hematogenous PJI, and a positive culture at second debridement were found to be independent predictors of treatment failure in this patient population.
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Affiliation(s)
- Saad Tarabichi
- Department of Orthopaedic Surgery, Mayo Clinic Arizona, Phoenix, AZ.
| | - Jens T Verhey
- Department of Orthopaedic Surgery, Mayo Clinic Arizona, Phoenix, AZ
| | - Jack M Haglin
- Department of Orthopaedic Surgery, Mayo Clinic Arizona, Phoenix, AZ
| | - Carly Horne
- Department of Orthopaedic Surgery, Mayo Clinic Arizona, Phoenix, AZ
| | - David G Deckey
- Department of Orthopaedic Surgery, Mayo Clinic Arizona, Phoenix, AZ
| | - Henry D Clarke
- Department of Orthopaedic Surgery, Mayo Clinic Arizona, Phoenix, AZ
| | - Joshua S Bingham
- Department of Orthopaedic Surgery, Mayo Clinic Arizona, Phoenix, AZ
| | - Mark J Spangehl
- Department of Orthopaedic Surgery, Mayo Clinic Arizona, Phoenix, AZ
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Byun J, Jung M, Chung K, Jung SH, Jang H, Choi CH, Kim SH. Risk Factors for Failure to Eradicate Infection after Single Arthroscopic Debridement in Septic Arthritis of a Native Knee Joint. Yonsei Med J 2025; 66:295-301. [PMID: 40288901 PMCID: PMC12041402 DOI: 10.3349/ymj.2024.0190] [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: 07/10/2024] [Revised: 09/06/2024] [Accepted: 09/19/2024] [Indexed: 04/29/2025] Open
Abstract
PURPOSE To identify the risk factors and effect of empirical glycopeptide on the failure of single arthroscopic debridement for septic knee arthritis in a native knee joint. MATERIALS AND METHODS Patients who underwent arthroscopic debridement for septic knee arthritis from March 2005 to December 2022 at one institution were included in this study. Demographic data, comorbidities, preoperative factors including history of previous surgery, history of injection, laboratory data including preoperative C-reactive protein (CRP) and white blood cell (WBC) count, isolated pathogens from synovial fluid culture, and Gachter stage were analyzed. Statistical analyses using univariate and logistic regression were performed. RESULTS Out of 132 patients, 17 patients (12.9%) had more than one additional arthroscopic debridement. History of diabetes mellitus (DM) (p<0.001), previous injection (p=0.041), isolated Staphylococcus aureus in synovial fluid (p=0.010), and high Gachter stage (p=0.002) were identified as risk factors, whereas age, history of previous knee surgery at the affected knee, CRP level, preoperative WBC, and preoperative neutrophil count of synovial fluid had no significant relation. Logistic regression analysis showed significant increase of risk in patients with DM [odds ratio (OR) 12.002, 95% confidence interval (CI) 3.243-44.418, p<0.001], previous injection history (OR 4.812, 95% CI 1.367-16.939, p=0.017), and isolation of Staphylococcus aureus in synovial fluid (OR 4.804, 95% CI 1.282-18.001, p=0.031) as independent risk factors for failure of infection eradication after single arthroscopic debridement. CONCLUSION Comorbidity of DM, history of previous injection, isolated Staphylococcus aureus in synovial fluid, and high Gachter stage were associated with a higher risk of failure to eradicate infection with a single arthroscopic procedure. Empirical glycopeptide administration also showed no significant benefit in reducing the risk of additional surgical procedures for infection control, suggesting against the routine administration of glycopeptide.
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Affiliation(s)
- Junwoo Byun
- Arthroscopy and Joint Research Institute, Yonsei University College of Medicine, Seoul, Korea
- Department of Orthopedic Surgery, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Min Jung
- Arthroscopy and Joint Research Institute, Yonsei University College of Medicine, Seoul, Korea
- Department of Orthopedic Surgery, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Kwangho Chung
- Arthroscopy and Joint Research Institute, Yonsei University College of Medicine, Seoul, Korea
- Department of Orthopedic Surgery, Yongin Severance Hospital, Yonsei University College of Medicine, Yongin, Korea
| | - Se-Han Jung
- Arthroscopy and Joint Research Institute, Yonsei University College of Medicine, Seoul, Korea
- Department of Orthopedic Surgery, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Hyeokjoo Jang
- Department of Orthopedic Surgery, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Chong-Hyuk Choi
- Arthroscopy and Joint Research Institute, Yonsei University College of Medicine, Seoul, Korea
- Department of Orthopedic Surgery, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Sung-Hwan Kim
- Arthroscopy and Joint Research Institute, Yonsei University College of Medicine, Seoul, Korea
- Department of Orthopedic Surgery, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea.
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Ertan MB, Ayduğan MY, Evren E, İnanç İ, Erdemli E, Erdemli B. Differences of microbial growth and biofilm formation among periprosthetic joint infection-causing species: an animal study. Int Microbiol 2025:10.1007/s10123-024-00629-0. [PMID: 39820867 DOI: 10.1007/s10123-024-00629-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Revised: 12/08/2024] [Accepted: 12/19/2024] [Indexed: 01/19/2025]
Abstract
PURPOSE The most frequently used surgical procedures for periprosthetic joint infections (PJIs) are debridement, antibiotics, and implant retention (DAIR), as well as single- or two-stage revision arthroplasty. The choice of surgery is made depending on the full maturation of the biofilm layer. The purpose of this study was to evaluate the biofilm formation and microbial growth using common PJI-causing agents and compare its development on the implant surface. METHODS The in vivo study was performed using 40 Sprague-Dawley rats divided into five groups (n = 8/group): Staphylococcus aureus, Staphylococcus epidermidis, Pseudomonas aeruginosa, Candida albicans, and control. Six standard titanium alloy discs were placed into the subcutaneous air pouches of the interscapular areas of the rats. After the inoculation of microorganisms, disc and soft tissue cultures were collected at 2-week intervals for 6 weeks, and the microbial load and the microscopic appearance of the biofilm were compared. RESULTS The disc samples from the S. aureus group had the highest infection load at all time points; however, in soft tissue samples, this was only observed at week 4 and 6. Electron microscopic images showed no distinctive differences in the biofilm structures between the groups. CONCLUSION S. aureus microbial burden was significantly higher in implant cultures at week 2 compared to other PJI-causing agents examined. These results may explain the higher failure rate seen if the DAIR procedure was performed at < 3-4 weeks after the PJI symptom onset and support the observation that DAIR may not be effective against PJIs caused by S. aureus.
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Affiliation(s)
- Mehmet Batu Ertan
- Department of Orthopedics and Traumatology, Atılım Unıversity School of Medicine, Ankara, Turkey.
| | - Mehmet Yağız Ayduğan
- Department of Orthopedics and Traumatology, Ministry of Health Haymana State Hospital, Ankara, Turkey
| | - Ebru Evren
- Department of Medical Microbiology, Ankara University School of Medicine, Ankara, Turkey
| | - İrem İnanç
- Department of Histology and Embryology, Ankara University School of Medicine, Ankara, Turkey
| | - Esra Erdemli
- Department of Histology and Embryology, Ankara University School of Medicine, Ankara, Turkey
| | - Bülent Erdemli
- Department of Orthopedics and Traumatology, Ankara University School of Medicine, Ankara, Turkey
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Ashkenazi I, Thomas J, Habibi A, Di Pauli von Treuheim T, Lajam CM, Aggarwal VK, Schwarzkopf R. Perioperative Demographic and Laboratory Characteristics of Failed Debridement, Antibiotics, and Implant Retention: Can We Determine Which Patients Will Fail? J Arthroplasty 2024; 39:2849-2856. [PMID: 38797446 DOI: 10.1016/j.arth.2024.05.065] [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: 09/18/2023] [Revised: 05/16/2024] [Accepted: 05/19/2024] [Indexed: 05/29/2024] Open
Abstract
BACKGROUND Debridement, antibiotics, and implant retention (DAIR) are the mainstays surgical treatment for acute periprosthetic joint infection (PJI). However, reoperation following DAIR is common and the risk factors for DAIR failure remain unclear. This study aimed to assess the perioperative characteristics of patients who failed initial DAIR treatment. METHODS A retrospective review was conducted on 83 patients who underwent DAIR for acute PJI within 3 months following index surgery from 2011 to 2022, with a minimum one-year follow-up. Surgical outcomes were categorized using the Musculoskeletal Infection Society outcome reporting tool (Tiers 1 to 4). Patient demographics, laboratory data, and perioperative outcomes were compared between patients who had failed (Tiers 3 and 4) (n = 32) and successful (Tiers 1 and 2) (n = 51) DAIR treatment. Logistic regression was also performed. RESULTS After logistic regression, Charlson Comorbidity Index (odds ratio [OR]: 1.57; P = .003), preoperative C-reactive protein (OR: 1.06; P = .014), synovial white blood cell (OR: 1.14; P = .008), and polymorphonuclear cell (PMN%) counts (OR: 1.05; P = .015) were independently associated with failed DAIR. Compared with total hip arthroplasty, total knee arthroplasty patients (OR: 6.08; P = .001) were at increased risk of DAIR failure. The type of organism and time from primary surgery were not correlated with DAIR failure. CONCLUSIONS Patients who had failed initial DAIR tended to have significantly higher Charlson Comorbidity Index, C-reactive protein, synovial white blood cell, and PMN%. The total knee arthroplasty DAIRs were more likely to fail than the total hip arthroplasty DAIRs. These characteristics should be considered when planning acute PJI management, as certain patients may be at higher risk for DAIR failure and may benefit from other surgical treatments. LEVEL OF EVIDENCE III.
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Affiliation(s)
- Itay Ashkenazi
- Department of Orthopedic Surgery, NYU Langone Orthopedic Hospital, New York, New York; Division of Orthopedic Surgery, Tel-Aviv Sourasky Medical Center, Tel-Aviv, Israel
| | - Jeremiah Thomas
- Department of Orthopedic Surgery, NYU Langone Orthopedic Hospital, New York, New York
| | - Akram Habibi
- Department of Orthopedic Surgery, NYU Langone Orthopedic Hospital, New York, New York
| | | | - Claudette M Lajam
- Department of Orthopedic Surgery, NYU Langone Orthopedic Hospital, New York, New York
| | - Vinay K Aggarwal
- Department of Orthopedic Surgery, NYU Langone Orthopedic Hospital, New York, New York
| | - Ran Schwarzkopf
- Department of Orthopedic Surgery, NYU Langone Orthopedic Hospital, New York, New York
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Youssef Y, Roschke E, Dietze N, Dahse AJ, Chaberny IF, Ranft D, Pempe C, Goralski S, Ghanem M, Kluge R, Lübbert C, Rodloff AC, Roth A. Early-Outcome Differences between Acute and Chronic Periprosthetic Joint Infections-A Retrospective Single-Center Study. Antibiotics (Basel) 2024; 13:198. [PMID: 38534633 DOI: 10.3390/antibiotics13030198] [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: 01/28/2024] [Revised: 02/14/2024] [Accepted: 02/17/2024] [Indexed: 03/28/2024] Open
Abstract
Periprosthetic joint infections (PJI) are serious complications after arthroplasty, associated with high morbidity, mortality, and complex treatment processes. The outcomes of different PJI entities are largely unknown. The aim of this study was to access the early outcomes of different PJI entities. A retrospective, single-center study was conducted. The characteristics and outcomes of patients with PJI treated between 2018 and 2019 were evaluated 12 months after the completion of treatment. Primary endpoints were mortality, relapse free survival (RFS) and postoperative complications (kidney failure, sepsis, admission to ICU). A total of 115 cases were included [19.1% early (EI), 33.0% acute late (ALI), and 47.8% chronic infections (CI)]. Patients with ALI were older (p = 0.023), had higher ASA scores (p = 0.031), preoperative CRP concentrations (p = 0.011), incidence of kidney failure (p = 0.002) and sepsis (p = 0.026). They also tended towards higher in-house mortality (ALI 21.1%, 13.6% EI, 5.5% CI) and admission to ICU (ALI 50.0%, 22.7% EI, 30.9% CI). At 12 months, 15.4% of patients with EI had a relapse, compared to 38.1% in ALI and 36.4% in CI. There are differences in patient characteristics and early outcomes between PJI entities. Patients with EI have better early clinical outcomes. Patients with ALI require special attention during follow-up because they have higher occurrences of relapses and postoperative complications than patients with EI and CI.
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Affiliation(s)
- Yasmin Youssef
- Department of Orthopedics, Traumatology and Plastic Surgery, University Hospital Leipzig, Liebigstraße 20, 04103 Leipzig, Germany
| | - Elisabeth Roschke
- Department of Orthopedics, Traumatology and Plastic Surgery, University Hospital Leipzig, Liebigstraße 20, 04103 Leipzig, Germany
| | - Nadine Dietze
- Institute of Medical Microbiology and Virology, University Hospital Leipzig, Liebigstraße 21, 04103 Leipzig, Germany
| | - Anna-Judith Dahse
- Hospital Pharmacy, University Hospital Leipzig, Liebigstraße 20, 04103 Leipzig, Germany
| | - Iris F Chaberny
- Institute of Hygiene, Hospital Epidemiology and Environmental Health, University Hospital Leipzig, Liebigstraße 22, 04103 Leipzig, Germany
- Institute of Hospital Epidemiology and Environmental Hygiene, University Medical Center Schleswig-Holstein, Arnold-Heller-Str. 3, 24105 Kiel, Germany
| | - Donald Ranft
- Hospital Pharmacy, University Hospital Leipzig, Liebigstraße 20, 04103 Leipzig, Germany
| | - Christina Pempe
- Department of Orthopedics, Traumatology and Plastic Surgery, University Hospital Leipzig, Liebigstraße 20, 04103 Leipzig, Germany
| | - Szymon Goralski
- Department of Orthopedics, Traumatology and Plastic Surgery, University Hospital Leipzig, Liebigstraße 20, 04103 Leipzig, Germany
| | - Mohamed Ghanem
- Department of Orthopedics, Traumatology and Plastic Surgery, University Hospital Leipzig, Liebigstraße 20, 04103 Leipzig, Germany
| | - Regine Kluge
- Department of Nuclear Medicine, University Hospital Leipzig, Liebigstraße 18, 04103 Leipzig, Germany
| | - Christoph Lübbert
- Division of Infectious Diseases and Tropical Medicine, Department of Medicine I, University Hospital Leipzig, Liebigstraße 20, 04103 Leipzig, Germany
- Interdisciplinary Center for Infectious Diseases, University Hospital Leipzig, Liebigstraße 20, 04103 Leipzig, Germany
| | - Arne C Rodloff
- Institute of Medical Microbiology and Virology, University Hospital Leipzig, Liebigstraße 21, 04103 Leipzig, Germany
| | - Andreas Roth
- Department of Orthopedics, Traumatology and Plastic Surgery, University Hospital Leipzig, Liebigstraße 20, 04103 Leipzig, Germany
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De Meo D, Martini P, Pennarola MF, Guarascio G, Rivano Capparuccia M, Iaiani G, Candela V, Gumina S, Villani C. Hydrogel Coating versus Calcium Sulphate Beads as a Local Antibiotic Carrier for Debridement Procedures in Acute Periprosthetic Joint Infection: A Preliminary Study. Gels 2023; 9:758. [PMID: 37754439 PMCID: PMC10530128 DOI: 10.3390/gels9090758] [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: 07/23/2023] [Revised: 09/11/2023] [Accepted: 09/11/2023] [Indexed: 09/28/2023] Open
Abstract
Periprosthetic joint infections (PJI) are among the most difficult complications to treat in orthopaedic surgery. Debridement, antibiotics, and implant retention (DAIR) represent an efficient strategy for acute PJI, especially when resorbable local antibiotic carriers and coatings are used. The aim of this pilot study was to evaluate the difference between using antibiotic-loaded hydrogel (ALH) and calcium sulphate (CS) beads in the DAIR procedure. We analysed 16 patients who had been treated since 2018 for acute PJI, namely eight patients with knee PJI (50%), seven with hip PJI (43.7%), and one with shoulder PJI (6.2%). Nine patients were treated with the Debridement, Antibiotic Coating and Retention of the Implant (DACRI) method, while seven were treated with the Debridement, Antibiotic Pearls, Retention of the Implant (DAPRI) method. We found no significant differences between the two groups in terms of age, sex, the American Society of Anesthesiologists risk score, Charlson Comorbidity Index, localisation, days from onset to diagnosis and pathogenesis. Furthermore, no differences were found between the DACRI and DAPRI groups in terms of infection control (15 patients, 93.75% with p = 0.36) and last C-Reactive Protein values (p = 0.26), with a mean follow-up of 26.1 ± 7.7 months. Treatment for one patient affected by knee Candida albicans PJI in the DACRI group was not successful. In conclusion, DAPRI and DACRI appear to be safe and effective treatments for PJIs. This evidence will encourage the development of new clinical research into local carriers and coatings for use in acute implant-associated infections.
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Affiliation(s)
- Daniele De Meo
- Department of Anatomical, Histological, Forensic Medicine and Orthopaedics Sciences, Sapienza University of Rome, 00100 Rome, Italy; (P.M.); (M.F.P.); (G.G.); (V.C.); (S.G.); (C.V.)
- M.I.T.O. (Malattie Infettive in Traumatologia e Ortopedia-Infections in Traumatology and Orthopedics Surgery) Study Group, Policlinico Umberto I Hospital, Viale del Policlinico 155, 00161 Rome, Italy; (M.R.C.); (G.I.)
| | - Paolo Martini
- Department of Anatomical, Histological, Forensic Medicine and Orthopaedics Sciences, Sapienza University of Rome, 00100 Rome, Italy; (P.M.); (M.F.P.); (G.G.); (V.C.); (S.G.); (C.V.)
- M.I.T.O. (Malattie Infettive in Traumatologia e Ortopedia-Infections in Traumatology and Orthopedics Surgery) Study Group, Policlinico Umberto I Hospital, Viale del Policlinico 155, 00161 Rome, Italy; (M.R.C.); (G.I.)
| | - Maria Francesca Pennarola
- Department of Anatomical, Histological, Forensic Medicine and Orthopaedics Sciences, Sapienza University of Rome, 00100 Rome, Italy; (P.M.); (M.F.P.); (G.G.); (V.C.); (S.G.); (C.V.)
- M.I.T.O. (Malattie Infettive in Traumatologia e Ortopedia-Infections in Traumatology and Orthopedics Surgery) Study Group, Policlinico Umberto I Hospital, Viale del Policlinico 155, 00161 Rome, Italy; (M.R.C.); (G.I.)
| | - Giovanni Guarascio
- Department of Anatomical, Histological, Forensic Medicine and Orthopaedics Sciences, Sapienza University of Rome, 00100 Rome, Italy; (P.M.); (M.F.P.); (G.G.); (V.C.); (S.G.); (C.V.)
- M.I.T.O. (Malattie Infettive in Traumatologia e Ortopedia-Infections in Traumatology and Orthopedics Surgery) Study Group, Policlinico Umberto I Hospital, Viale del Policlinico 155, 00161 Rome, Italy; (M.R.C.); (G.I.)
| | - Marco Rivano Capparuccia
- M.I.T.O. (Malattie Infettive in Traumatologia e Ortopedia-Infections in Traumatology and Orthopedics Surgery) Study Group, Policlinico Umberto I Hospital, Viale del Policlinico 155, 00161 Rome, Italy; (M.R.C.); (G.I.)
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, 00100 Rome, Italy
| | - Giancarlo Iaiani
- M.I.T.O. (Malattie Infettive in Traumatologia e Ortopedia-Infections in Traumatology and Orthopedics Surgery) Study Group, Policlinico Umberto I Hospital, Viale del Policlinico 155, 00161 Rome, Italy; (M.R.C.); (G.I.)
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, 00100 Rome, Italy
| | - Vittorio Candela
- Department of Anatomical, Histological, Forensic Medicine and Orthopaedics Sciences, Sapienza University of Rome, 00100 Rome, Italy; (P.M.); (M.F.P.); (G.G.); (V.C.); (S.G.); (C.V.)
| | - Stefano Gumina
- Department of Anatomical, Histological, Forensic Medicine and Orthopaedics Sciences, Sapienza University of Rome, 00100 Rome, Italy; (P.M.); (M.F.P.); (G.G.); (V.C.); (S.G.); (C.V.)
| | - Ciro Villani
- Department of Anatomical, Histological, Forensic Medicine and Orthopaedics Sciences, Sapienza University of Rome, 00100 Rome, Italy; (P.M.); (M.F.P.); (G.G.); (V.C.); (S.G.); (C.V.)
- M.I.T.O. (Malattie Infettive in Traumatologia e Ortopedia-Infections in Traumatology and Orthopedics Surgery) Study Group, Policlinico Umberto I Hospital, Viale del Policlinico 155, 00161 Rome, Italy; (M.R.C.); (G.I.)
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Kim MS, Cho RK, Yang SC, Hur JH, In Y. Machine Learning for Detecting Total Knee Arthroplasty Implant Loosening on Plain Radiographs. Bioengineering (Basel) 2023; 10:632. [PMID: 37370563 DOI: 10.3390/bioengineering10060632] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Revised: 05/15/2023] [Accepted: 05/22/2023] [Indexed: 06/29/2023] Open
Abstract
(1) Background: The purpose of this study was to investigate whether the loosening of total knee arthroplasty (TKA) implants could be detected accurately on plain radiographs using a deep convolution neural network (CNN). (2) Methods: We analyzed data for 100 patients who underwent revision TKA due to prosthetic loosening at a single institution from 2012 to 2020. We extracted 100 patients who underwent primary TKA without loosening through a propensity score, matching for age, gender, body mass index, operation side, and American Society of Anesthesiologists class. Transfer learning was used to prepare a detection model using a pre-trained Visual Geometry Group (VGG) 19. For transfer learning, two methods were used. First, the fully connected layer was removed, and a new fully connected layer was added to construct a new model. The convolutional layer was frozen without training, and only the fully connected layer was trained (transfer learning model 1). Second, a new model was constructed by adding a fully connected layer and varying the range of freezing for the convolutional layer (transfer learning model 2). (3) Results: The transfer learning model 1 gradually increased in accuracy and ultimately reached 87.5%. After processing through the confusion matrix, the sensitivity was 90% and the specificity was 100%. Transfer learning model 2, which was trained on the convolutional layer, gradually increased in accuracy and ultimately reached 97.5%, which represented a better improvement than for model 1. Processing through the confusion matrix affirmed that the sensitivity was 100% and the specificity was 97.5%. (4) Conclusions: The CNN algorithm, through transfer learning, shows high accuracy for detecting the loosening of TKA implants on plain radiographs.
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Affiliation(s)
- Man-Soo Kim
- Department of Orthopaedic Surgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 222, Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
| | - Ryu-Kyoung Cho
- Department of Orthopaedic Surgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 222, Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
| | - Sung-Cheol Yang
- Department of Orthopaedic Surgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 222, Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
| | - Jae-Hyeong Hur
- Department of Orthopaedic Surgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 222, Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
| | - Yong In
- Department of Orthopaedic Surgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 222, Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
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8
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Jeon YS, Kim MK, Kwon DG, Lee SS, Park JW, Kang DS, Ryu DJ. Palliative arthroscopic debridement with continuous irrigation for infected total knee arthroplasty in high mortality risk patients. INTERNATIONAL ORTHOPAEDICS 2023; 47:175-186. [PMID: 36401020 DOI: 10.1007/s00264-022-05632-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Accepted: 11/04/2022] [Indexed: 11/20/2022]
Abstract
PURPOSE This study aimed to evaluate the infection control rate of palliative arthroscopic debridement, antibiotics, and implant retention (DAIR) for the high mortality risk or terminal cancer stage patients. METHODS From March 2018 to August 2021, 21 patients met the following inclusion criteria: old age of more than 80, diagnosed as a terminal stage of cancer, high risk of mortality and morbidity representing as Charlson comorbidity index (CCI) ≥ 5, low daily activity with disabled extremity, and re-infection after two-stage revision. Each patient underwent arthroscopic DAIR and additional continuous irrigation for 48 hours. The need for subsequent re-arthroscopic DAIR or two-stage revision was determined by the post-operative trends of C-reactive protein (CRP) levels. Infection control was defined as continuing controlled status of infection based on clinical and laboratory results by one or two times of arthroscopic DAIR within initial two months. Treatment failure was defined as more than three times arthroscopic debridement, two-stage revision surgery, or expired due to uncontrolled infection. RESULTS Arthroscopic DAIR controlled the infection in 19 (90.5%) of the 21 cases. The other knee underwent a total of three times of re-arthroscopic DAIR and the other one underwent two-stage revision. Although five patients expired during the follow-up period due to worsening medical problems or terminal cancer, there were no deaths from uncontrolled infection, sepsis, or surgery-related complications. CONCLUSIONS Arthroscopic debridement with continuous irrigation for the infection TKA with high mortality risk or terminal cancer patients showed a 90.5% infection control rate. For high-risk patients, arthroscopic debridement with continuous irrigation can be an alternative treatment to improve the quality of life during survival.
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Affiliation(s)
- Yoon Sang Jeon
- Department of Orthopaedic Surgery, Inha University Hospital, Inha University School of Medicine, Inhang-Ro 27, Jung-Gu, Incheon, 22322, South Korea
| | - Myung Ku Kim
- Department of Orthopaedic Surgery, Inha University Hospital, Inha University School of Medicine, Inhang-Ro 27, Jung-Gu, Incheon, 22322, South Korea
| | - Dae Gyu Kwon
- Department of Orthopaedic Surgery, Inha University Hospital, Inha University School of Medicine, Inhang-Ro 27, Jung-Gu, Incheon, 22322, South Korea
| | - Sung-Sahn Lee
- Department of Orthopaedic Surgery, Ilsan Paik Hospital, Inje University School of Medicine, Goyang-Si, Korea
| | - Joo Won Park
- Department of Orthopaedic Surgery, Inha University Hospital, Inha University School of Medicine, Inhang-Ro 27, Jung-Gu, Incheon, 22322, South Korea
| | - Dong Seok Kang
- Department of Orthopaedic Surgery, Inha University Hospital, Inha University School of Medicine, Inhang-Ro 27, Jung-Gu, Incheon, 22322, South Korea
| | - Dong Jin Ryu
- Department of Orthopaedic Surgery, Inha University Hospital, Inha University School of Medicine, Inhang-Ro 27, Jung-Gu, Incheon, 22322, South Korea.
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