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Barahona M, Guzmán MA, Cartes S, Arancibia AE, Mora JE, Barahona MA, Palma D, Hinzpeter JR, Infante CA, Barrientos CN. Development of a Machine-Learning Model for Anterior Knee Pain After Total Knee Arthroplasty With Patellar Preservation Using Radiological Variables. J Arthroplasty 2024:S0883-5403(24)00105-0. [PMID: 38364878 DOI: 10.1016/j.arth.2024.02.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Revised: 01/31/2024] [Accepted: 02/05/2024] [Indexed: 02/18/2024] Open
Abstract
BACKGROUND Anterior knee pain (AKP) following total knee arthroplasty (TKA) with patellar preservation is a common complication that significantly affects patients' quality of life. This study aimed to develop a machine-learning model to predict the likelihood of developing AKP after TKA using radiological variables. METHODS A cohort of 131 anterior stabilized TKA cases (105 patients) without patellar resurfacing was included. Patients underwent a follow-up evaluation with a minimum 1-year follow-up. The primary outcome was AKP, and radiological measurements were used as predictor variables. There were 2 observers who made the radiological measurement, which included lower limb dysmetria, joint space, and coronal, sagittal, and axial alignment. Machine-learning models were applied to predict AKP. The best-performing model was selected based on accuracy, precision, sensitivity, specificity, and Kappa statistics. Python 3.11 with Pandas and PyCaret libraries were used for analysis. RESULTS A total of 35 TKA had AKP (26.7%). Patient-reported outcomes were significantly better in the patients who did not have AKP. The Gradient Boosting Classifier performed best for both observers, achieving an area under the curve of 0.9261 and 0.9164, respectively. The mechanical tibial slope was the most important variable for predicting AKP. The Shapley test indicated that high/low mechanical tibial slope, a shorter operated leg, a valgus coronal alignment, and excessive patellar tilt increased AKP risk. CONCLUSIONS The results suggest that global alignment, including sagittal, coronal, and axial alignment, is relevant in predicting AKP after TKA. These findings provide valuable insights for optimizing TKA outcomes and reducing the incidence of AKP.
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Affiliation(s)
- Maximiliano Barahona
- Orthopedics Department of Hospital Clinico Universidad de Chile, Santiago, Chile
| | - Mauricio A Guzmán
- Radiological Department of Hospital Clinico Universidad de Chile, Santiago, Chile
| | - Sebastian Cartes
- Clinical Innovation Department at Clinica Las Condes, Santiago, Chile
| | | | - Javier E Mora
- Clinical Innovation Department at Clinica Las Condes, Santiago, Chile
| | - Macarena A Barahona
- Advanced Clinical Research Department at Hospital Clinico Universidad de Chile, Santiago, Chile
| | - Daniel Palma
- Orthopedics Department of Hospital Clinico Universidad de Chile, Santiago, Chile
| | - Jaime R Hinzpeter
- Orthopedics Department of Hospital Clinico Universidad de Chile, Santiago, Chile
| | - Carlos A Infante
- Orthopedics Department of Hospital Clinico Universidad de Chile, Santiago, Chile
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Savin L, Pinteala T, Botez P, Miu S, Forna N, Mihailescu D, Popescu DC, Enescu G, Sirbu PD. Total Knee Arthroplasty in Patients with Ipsilateral Hip Fusion: Technical Notes and Literature Review. J Pers Med 2023; 13:1705. [PMID: 38138932 PMCID: PMC10745000 DOI: 10.3390/jpm13121705] [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: 11/14/2023] [Revised: 12/04/2023] [Accepted: 12/11/2023] [Indexed: 12/24/2023] Open
Abstract
Numerous studies report the success and outcomes of the total knee arthroplasty (TKA); however, few papers present patients with knee osteoarthritis and ipsilateral hip fusion. One controversy when treating patients requiring a TKA with prior ipsilateral hip fusion is whether to first perform a total hip arthroplasty (THA) of the fused hip, followed by the ipsilateral TKA, or to proceed with the TKA without replacing the hip; studies suggest that the position of the fused hip is a key factor when making this therapeutical decision. In addition, performing a TKA in patients with an ipsilateral fused hip may require modifications to the surgical technique generated by the lack of joint mobility in the hip. We identified 12 studies encompassing 30 patients with hip fusion and ipsilateral TKA in current orthopedic literature, but only six offered insights on patient positioning on the operating table during surgery. This study aims to review the current literature on patients with knee osteoarthritis and prior ipsilateral hip fusion and to present some technical considerations when performing a TKA on a 75-year-old patient with hip ankylosis who underwent a total ipsilateral knee arthroplasty in our clinic.
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Affiliation(s)
- Liliana Savin
- Department of Orthopedics and Traumatology, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (L.S.); (N.F.); (D.M.); (D.C.P.); (G.E.); (P.D.S.)
- Department Orthopedics and Traumatology, Clinical Rehabilitation Hospital, 700661 Iasi, Romania;
| | - Tudor Pinteala
- Department of Orthopedics and Traumatology, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (L.S.); (N.F.); (D.M.); (D.C.P.); (G.E.); (P.D.S.)
- Department Orthopedics and Traumatology, Clinical Rehabilitation Hospital, 700661 Iasi, Romania;
| | - Paul Botez
- Department Orthopedics and Traumatology, Clinical Rehabilitation Hospital, 700661 Iasi, Romania;
| | - Smaranda Miu
- Department of Rehabilitation, Clinical Rehabilitation Hospital, 700661 Iasi, Romania;
| | - Norin Forna
- Department of Orthopedics and Traumatology, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (L.S.); (N.F.); (D.M.); (D.C.P.); (G.E.); (P.D.S.)
- Department Orthopedics and Traumatology, Clinical Rehabilitation Hospital, 700661 Iasi, Romania;
| | - Dan Mihailescu
- Department of Orthopedics and Traumatology, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (L.S.); (N.F.); (D.M.); (D.C.P.); (G.E.); (P.D.S.)
- Department Orthopedics and Traumatology, Clinical Rehabilitation Hospital, 700661 Iasi, Romania;
| | - Dragos Cristian Popescu
- Department of Orthopedics and Traumatology, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (L.S.); (N.F.); (D.M.); (D.C.P.); (G.E.); (P.D.S.)
- Department Orthopedics and Traumatology, Sf. Spiridon’ County Emergency Hospital, 700661 Iasi, Romania
| | - George Enescu
- Department of Orthopedics and Traumatology, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (L.S.); (N.F.); (D.M.); (D.C.P.); (G.E.); (P.D.S.)
- Department Orthopedics and Traumatology, Clinical Rehabilitation Hospital, 700661 Iasi, Romania;
| | - Paul Dan Sirbu
- Department of Orthopedics and Traumatology, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (L.S.); (N.F.); (D.M.); (D.C.P.); (G.E.); (P.D.S.)
- Department Orthopedics and Traumatology, Clinical Rehabilitation Hospital, 700661 Iasi, Romania;
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Barahona M, Guzman MA, Bustos F, Rojas G, Ramirez M, Palma D, Guzman M, Barahona MA, Zelaya A. Concordance in Radiological Parameters of Different Knee Views After Total Knee Arthroplasty. Cureus 2023; 15:e38129. [PMID: 37113460 PMCID: PMC10129438 DOI: 10.7759/cureus.38129] [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: 04/25/2023] [Indexed: 04/29/2023] Open
Abstract
Background Total knee arthroplasty (TKA) is a cost-effective treatment for the end-stage of knee osteoarthritis. Despite the improvements in this surgery, a significant percentage of patients still report dissatisfaction after knee arthroplasty. Radiological results have been used to predict clinical outcomes and satisfaction after knee replacement. This study aims to evaluate the concordance of a set of radiographic views to assess alignment on total knee arthroplasty. Methods A concordance study was designed with 105 patients (130 TKA) that underwent conventional total knee arthroplasty cruciate-retaining design recruited for the study and scheduled for their annual radiograph control. Measurements were performed on the following radiograph after total knee replacement: full-length standing anteroposterior and lateral radiograph, anteroposterior standing, lateral and axial knee view, and the knee "seated view". A musculoskeletal radiologist and a knee surgeon were recruited to perform the radiological measurement and then estimate the interobserver agreement. Results There was an excellent correlation between Limb Length (LL), Hip-knee-ankle angle (HKA), Sagittal mechanical tibial component alignment (smTA), extension lateral and medial joint space (eLJS and eMJS), 90º flexion lateral and medial joint space (fLJS and fMJS) and Sagittal anatomic lateral view tibial component alignment (saLTA); the good correlation between Mechanical lateral femoral component alignment (mLFA), Sagittal anatomic tibial component alignment (saTA), Sagittal anatomic lateral view femoral component alignment 2 (saLFA2), Patella Height (PH); and moderate to poor correlation for the rest of measurements. Conclusion Excellent and good concordance can be achieved for radiographic measurements in different knee views to assess results after TKA. These findings must encourage future studies to address functional and survival outcomes using all knee views and not just one plane.
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Affiliation(s)
- Maximiliano Barahona
- Orthopaedics, Hospital Clinico Universidad de Chile, Santiago, CHL
- Orthopaedics, Clinica Las Condes, Santiago, CHL
| | | | - Felipe Bustos
- Orthopaedics, Hospital Clinico Universidad de Chile, Santiago, CHL
| | - Gaspar Rojas
- Orthopaedics, Hospital Clinico Universidad de Chile, Santiago, CHL
| | - Marcela Ramirez
- Orthopaedics, Hospital Clinico Universidad de Chile, Santiago, CHL
| | - Daniel Palma
- Orthopaedics, Hospital Clinico Universidad de Chile, Santiago, CHL
| | - Martin Guzman
- Orthopaedics, Hospital Clinico Universidad de Chile, Santiago, CHL
| | | | - Alex Zelaya
- Radiology, Hospital Clinico Universidad de Chile, Santiago, CHL
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Khalifa AA, Mullaji AB, Mostafa AM, Farouk OA. A Protocol to Systematic Radiographic Assessment of Primary Total Knee Arthroplasty. Orthop Res Rev 2021; 13:95-106. [PMID: 34305412 PMCID: PMC8294812 DOI: 10.2147/orr.s320372] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2021] [Accepted: 07/05/2021] [Indexed: 12/14/2022] Open
Abstract
Although total knee arthroplasty (TKA) is considered one of the most successful procedures, however, a subset of patients are unsatisfied with the results, even with the introduction of new technologies and implant designs. Radiological assessment of TKA is still considered the most prevalent imaging modality for evaluating the knee joint pre-and postoperatively. Assessment of various angles and indices which could be measured in different radiographic views of the knee provides valuable information about the alignment of the entire limb and the individual prosthetic components, more so in the light of recent nuanced concepts of technique, alignment, and balance. This review article aims to present a comprehensive yet systematic approach to the most useful radiographic parameters for assessing the knee preoperatively and post-TKA by explaining the tools and techniques used for measuring various angles, indices and ratios in the coronal, sagittal and axial planes for diagnosis, preoperative planning, postoperative assessment, and routine follow-up. The protocol we followed in this review entailed first reporting the possible applications and software which could help in measuring these variables, then we mentioned the required series of knee radiographs. For the desired variables, we divided the assessment according to each plane, and in each, we reported the optimum position of the desired radiographic view followed by determining the axis and lines which will later form the desired angles to be measured; finally, we collected all the measurements in a table with the native knee values and the most accepted values after TKA.
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Affiliation(s)
- Ahmed A Khalifa
- Orthopaedic Department, Qena Faculty of Medicine and University Hospital, South Valley University, Qena, Egypt
| | - Arun B Mullaji
- Orthopaedic Department, Breach Candy Hospital, Mumbai, India
| | - Alaa M Mostafa
- Orthopaedic Department, Qena Faculty of Medicine and University Hospital, South Valley University, Qena, Egypt
| | - Osama A Farouk
- Orthopaedic and Traumatology Department, Assiut University Hospital, Assiut, Egypt
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Mahran MA, Khalifa AA, Ahmed MA, Bakr HM, Khalifa YE. Evaluating distal femoral torsion and posterior condylar line reliability for adjusting femoral component rotation in TKA, Egyptian population radiographic study. J Clin Orthop Trauma 2020; 13:99-105. [PMID: 33717884 PMCID: PMC7920017 DOI: 10.1016/j.jcot.2020.12.004] [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: 10/20/2020] [Revised: 11/17/2020] [Accepted: 12/02/2020] [Indexed: 10/22/2022] Open
Abstract
BACKGROUND Femoral component rotational alignment is critical for successful TKA. The primary study objective is to measure the preoperative distal femoral torsion (DFT) of an Egyptian patient's cohort using a seated posteroanterior (PA) knee radiograph. The secondary objectives are to check the intraoperative reliability of using the posterior condylar line (PCL) as a reference for rotation and to measure postoperative component rotation using the same radiographic technique. METHODS 100 arthritic knees, 22 males, 78 females, 95 Varus and five valgus. A long anteroposterior radiograph [Hip to knee to ankle (HKA)] for coronal alignment assessment, and the anatomical posterior condylar angle (aPCA) between the anatomical transepicondylar axis (aTEA) and the PCL was measured in the seated PA knee radiographs for evaluating the DFT and component rotation. Intraoperative rotation was adjusted to 3° external rotation to the PCL. RESULTS HKA improved from a preoperative mean 170.4° ± 6.2 to a postoperative mean 178.3° ± 1.5 (p < 0.005). DFT was internal in all knees; the mean aPCA was -4.5 ± 2.4 (0° to -9°), femoral component rotation significantly changed to a mean aPCA of -3.6 ± 2.3 (0° to -7°) (p = 0.005). Acceptable intraoperative patellar tracking in 94%, and patellar subluxation needed a lateral retinacular release in 2% (two valgus knees). The preoperative DFT was not affected by sex or direction of coronal deformity; more external DFT noticed in severe varus deformity. CONCLUSIONS All keens had an internal DFT not affected by sex, or coronal deformity direction. Using PCL as a guide to adjust femoral component rotation is a valid technique in our population.
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Affiliation(s)
- Mohamed A. Mahran
- Orthopaedic and Traumatology Department, Assiut University Hospital, Assiut, Egypt
| | - Ahmed A. Khalifa
- Orthopaedic Department, Qena Faculty of Medicine and University Hospital, South Valley University, Qena, Egypt,Corresponding author. Orthopaedic and Traumatology Department, Qena University Hospital, South Valley University, Qena, Egypt.
| | | | - Hatem M. Bakr
- Orthopaedic and Traumatology Department, Assiut University Hospital, Assiut, Egypt
| | - Yaser E. Khalifa
- Orthopaedic and Traumatology Department, Assiut University Hospital, Assiut, Egypt
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Computed tomography evaluation of total knee arthroplasty implants position after two different surgical methods of implantation. INTERNATIONAL ORTHOPAEDICS 2018; 43:139-149. [DOI: 10.1007/s00264-018-4180-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/17/2018] [Accepted: 09/18/2018] [Indexed: 12/28/2022]
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Benazzo F, Ghiara M, Rossi SMP, Pruneri E, Tiwari V, Perelli S. Clinical and radiological analysis of a personalized total knee arthroplasty system design. INTERNATIONAL ORTHOPAEDICS 2018; 43:1113-1121. [DOI: 10.1007/s00264-018-4095-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2017] [Accepted: 08/06/2018] [Indexed: 12/17/2022]
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Maderbacher G, Baier C, Benditz A, Wagner F, Greimel F, Grifka J, Keshmiri A. Presence of rotational errors in long leg radiographs after total knee arthroplasty and impact on measured lower limb and component alignment. INTERNATIONAL ORTHOPAEDICS 2017; 41:1553-1560. [PMID: 28144722 DOI: 10.1007/s00264-017-3408-3] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2016] [Accepted: 01/16/2017] [Indexed: 12/11/2022]
Abstract
PURPOSE Rotation of the lower limb in weight bearing long leg radiographs has a great impact on measured component and lower limb alignment parameters. We asked which rotational errors of long leg radiographs are present in a high volume centre and which radiological and clinical consequences arise regarding measured coronal component and lower limb alignment after total knee arthroplasty. METHODS In 100 long leg radiographs coronal femoral and tibial component alignment and hip knee ankle angle (HKA) were measured. Present rotational errors in long leg radiographs were determined by fibular overlap and its impact on alignment parameters calculated. RESULTS A mean internal rotation of 8.1° (9.3 SD) with a range between 36° of internal and 16° of external rotation was found in long leg radiographs. This resulted in mean differences between measurements before and after rotational correction regarding femoral and tibial component alignment and HKA of 0.6-0.8° (range 3.5° valgus and 1.6° varus error). Clinically, 11 out of 100 patients were wrongly assigned to either mal- or well-alignment (neutral mechanical alignment within ±3° varus or valgus). CONCLUSION Surgeons should be aware of potential rotational errors in long leg radiographs after total knee arthroplasty resulting in wrong measurements. In case of rotational errors, radiographs should be repeated or rotational corrections calculated. For study purposes only radiographs after rotational correction should be accepted.
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Affiliation(s)
- Günther Maderbacher
- Department of Orthopaedic Surgery, University of Regensburg, Regensburg, Germany.
| | - Clemens Baier
- Department of Orthopaedic Surgery, University of Regensburg, Regensburg, Germany
| | - Achim Benditz
- Department of Orthopaedic Surgery, University of Regensburg, Regensburg, Germany
| | - Ferdinand Wagner
- Department of Orthopaedic Surgery, University of Regensburg, Regensburg, Germany
| | - Felix Greimel
- Department of Orthopaedic Surgery, University of Regensburg, Regensburg, Germany
| | - Joachim Grifka
- Department of Orthopaedic Surgery, University of Regensburg, Regensburg, Germany
| | - Armin Keshmiri
- Department of Orthopaedic Surgery, University of Regensburg, Regensburg, Germany
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Partially loaded plain radiographic measurement to evaluate rotational alignment in total knee arthroplasty. INTERNATIONAL ORTHOPAEDICS 2016; 40:2519-2526. [PMID: 27447464 DOI: 10.1007/s00264-016-3247-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/21/2016] [Accepted: 06/17/2016] [Indexed: 02/07/2023]
Abstract
PURPOSE Rotational alignment of prosthetic components after total knee arthroplasty (TKA) is predominantly monitored with computer tomography (CT), for example by relating the anatomical transepicondylar axis (a-TEA) of the native femur to the posterior bicondylar axis of the prosthetic component (PBCA). The purpose of the present study was to portray a reliable, novel plain radiographic method that likewise enables the evaluation of rotational positioning of prosthetic components in TKA. Furthermore, it was intended to evaluate the prosthetic femoro-tibial functional behavior under loaded conditions. METHODS Modified plain axial radiographs under partial weight bearing (20 kg) were performed in 63 patients (63 knees) after TKA. On the obtained radiographs, all established, relevant anatomic, and prosthetic axis and angles reflecting the rotational position of the femoral (i.e., a-TEA/PBCA angle) and tibial component were detected twice by two independent examiners with an interval of one month. Additionally, in 14 cases with anterior knee pain after surgery, radiographic results were compared to obtained computer tomography images; intraclass coefficients (ICC's) for intra- and inter-rater reliability were calculated. RESULTS All pre-assigned axis and angles could be identified doubtlessly by both examiners in all investigated knees. For all measurements, ICC's for intra-rater and inter-rater reliability ranged from 0.75 to 0.96. The comparison of the radiographic measurements with corresponding CT results (n = 14) revealed no significant differences (p > 0.05). Rotational alignment of the tibial tray in relation to the native tibial bone was not measurable due to display overlaying. Femoro-tibial behaviour of the prosthetic components under partial loading showed a high variability. CONCLUSION We were able to establish a new reliable radiographic technique that is able to show the most established and relevant anatomic landmarks and prosthetic axis after TKA to assess the rotational alignment of the prosthetic components in TKA in relation to the distal femur. The evaluation of the femoro-tibal behaviour instead shows a high variability and so far does not allow valid explanatory conclusions.
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